Annex - Data analysis

I load the required packages for current analysis.

require(pacman)
p_load(dlookr,patchwork,skimr,kableExtra,naniar,lubridate,purrr,tidyr,
       crosstable,flextable,scales,survival,survminer,DataExplorer,performance,
       missForest,HDoutliers,caret,praznik,mRMRe,VarSelLCM,cluster,plotly,
       ca,factoextra, tidyverse)

Data

# I load the data from csv file:
lung_data <- read.csv('data/complete_clinrad_data.csv', sep = ',') # called complete clin rad data

# I assign Patient ID to rownames to ease further work with the data
rownames(lung_data) <- lung_data$PatientID

#I remove PatientID column an additional index column not of interest as we will use rownames(patient id) to identify each entry
lung_data <- lung_data %>% select(.,-c(X,PatientID))

# I check dataframe dimensions:
dim(lung_data)

## [1]  421 1257

# As many clinical variables are identified as numeric when this is not the case, 
# I modify data type for specific variables of interest
# clinical T,N,M and overall stage are ordered categorical variables:
lung_data$clinical.T.Stage <- factor(lung_data$clinical.T.Stage, ordered = TRUE)
lung_data$Clinical.N.Stage <- factor(lung_data$Clinical.N.Stage, ordered = TRUE)
lung_data$Clinical.M.Stage <- factor(lung_data$Clinical.M.Stage, ordered = TRUE)
lung_data$Overall.Stage <- factor(lung_data$Overall.Stage, ordered = TRUE)

# dead status event is a binary categorical variable:
lung_data$deadstatus.event <- factor(lung_data$deadstatus.event)

# gender, histology, and manufacturer are all categorical variables also:
lung_data$gender <- factor(lung_data$gender)
lung_data$Histology <- factor(lung_data$Histology)
lung_data$Manufacturer <- factor(lung_data$Manufacturer)

# study date is a date variable, we adjust format with the help of lubridate package:
lung_data$Study.Date <- mdy(lung_data$Study.Date)

# I check resulting data structure and varnames for the modified variables:
str(lung_data[1:11])

## 'data.frame':    421 obs. of  11 variables:
##  $ age             : num  78.8 83.8 68.2 70.9 80.5 ...
##  $ clinical.T.Stage: Ord.factor w/ 5 levels "1"<"2"<"3"<"4"<..: 2 2 2 2 4 3 2 2 2 4 ...
##  $ Clinical.N.Stage: Ord.factor w/ 5 levels "0"<"1"<"2"<"3"<..: 4 1 4 2 3 2 3 3 3 4 ...
##  $ Clinical.M.Stage: Ord.factor w/ 3 levels "0"<"1"<"3": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Overall.Stage   : Ord.factor w/ 4 levels "I"<"II"<"IIIa"<..: 4 1 4 2 4 3 3 3 3 4 ...
##  $ Histology       : Factor w/ 4 levels "adenocarcinoma",..: 2 4 2 4 4 4 4 1 4 4 ...
##  $ gender          : Factor w/ 2 levels "female","male": 2 2 2 2 2 2 2 2 2 1 ...
##  $ Survival.time   : int  2165 155 256 141 353 173 137 77 131 2119 ...
##  $ deadstatus.event: Factor w/ 2 levels "0","1": 2 2 2 2 2 2 2 2 2 1 ...
##  $ Study.Date      : Date, format: "2008-09-18" "2014-01-01" ...
##  $ Manufacturer    : Factor w/ 3 levels "CMS Inc.","Plastimatch",..: 3 1 1 3 1 1 3 1 1 1 ...

# We can see the remaining numeric variables account for all the radiomic variables (1246)
dim(lung_data %>% keep(is.numeric) %>% select(.,-c(age,Survival.time)))

## [1]  421 1246

Initial exploratory analysis

Search for missing values

First I do an exploratory analysis to check for missing values in the whole data frame.

table(is.na(lung_data))

## 
##  FALSE   TRUE 
## 529131     66

table(is.null(lung_data))

## 
## FALSE 
##     1

We can see there are 66 missing values in total.

I generate a table that shows within the whole dataframe the variables with a list one missing value and the detail of number of missing values and its completeness rate.

(table1 <- skim(lung_data) %>% 
   select(skim_variable,n_missing,complete_rate) %>% 
   filter(n_missing > 0) %>% 
   kable(full_with = FALSE) %>% 
   kable_classic_2()) 

skim_variable	n_missing	complete_rate
clinical.T.Stage	1	0.9976247
Overall.Stage	1	0.9976247
Histology	42	0.9002375
age	22	0.9477435

table1 %>% save_kable("tables/table1.pdf")

I generate visual representations of single and joint missing values using gg_miss_upset function from naniar package.

tiff(filename = "figures/Fig1.tiff", width = 200, height = 150, units = "mm", res = 300)
gg_miss_upset(lung_data %>% select_if(~ any(is.na(.)))) 
fig <- dev.off()
gg_miss_upset(lung_data %>% select_if(~ any(is.na(.))))

Overall completeness rate was superior to 0.9 for every variable. Histology is our response variable for our first research question so observations without a value for histology variable will be fully excluded. In addition as a subgroup of NSCLC not otherwise specified (nos) is available within the histology categories it is not clear if NA cases have in effect the confirmation of NSCLC diagnosis at all; so it makes sense to exclude this cases.

lung_data_complete <- lung_data %>% drop_na(Histology)
dim(lung_data_complete)

## [1]  379 1257

After excluding every row with missing histology value, we end up with 379 observations. On the contrary we might imput missing values affecting other variables to avoid missing additional observations that may be usefull, but I will continue with imputation after evaluation data distribution, and data coherence to check if any additional values should be considered as missing and which imputation technique might be pertinent to use.

Identify distribution of the different variables and check coherence

I verify general statistical summary and distribution of features.

First for study dates:

lung_data_complete %>% select(Study.Date) %>% skim()

Data summary

Name	Piped data
Number of rows	379
Number of columns	1
_______________________
Column type frequency:
Date	1
________________________
Group variables	None

Variable type: Date

skim_variable	n_missing	complete_rate	min	max	median	n_unique
Study.Date	0	1	2004-09-27	2014-01-01	2008-09-07	283

Then I get summary statistics for factor variables:

(table2a <- lung_data_complete %>% 
    select(Histology,gender,deadstatus.event,Manufacturer) %>% 
    univar_category() %>% 
    kable(full_with = FALSE) %>% kable_classic())

Histology n rate adenocarcinoma 51 0.1345646 large cell 114 0.3007916 nos 62 0.1635884 squamous cell carcinoma 152 0.4010554

gender n rate female 119 0.3139842 male 260 0.6860158

deadstatus.event n rate 0 43 0.1134565 1 336 0.8865435

Manufacturer n rate CMS Inc.  86 0.2269129 Plastimatch 1 0.0026385 SIEMENS 292 0.7704485

table2a %>% save_kable("tables/table2a.pdf")
(table2b <- lung_data_complete %>% 
    select(Overall.Stage,clinical.T.Stage,Clinical.N.Stage,Clinical.M.Stage) %>% 
    univar_category() %>% 
    kable(full_with = FALSE) %>% kable_classic())

Overall.Stage n rate I 66 0.1741425 II 38 0.1002639 IIIa 108 0.2849604 IIIb 166 0.4379947 NA 1 0.0026385

clinical.T.Stage n rate 1 69 0.1820580 2 147 0.3878628 3 50 0.1319261 4 111 0.2928760 5 1 0.0026385 NA 1 0.0026385

Clinical.N.Stage n rate 0 140 0.3693931 1 21 0.0554090 2 134 0.3535620 3 81 0.2137203 4 3 0.0079156

Clinical.M.Stage n rate 0 375 0.9894459 3 4 0.0105541

table2b %>% save_kable("tables/table2b.pdf")

I represent factor variables with barplots to visualize data distribution and clases available for each categorical variable:

lung_data_complete %>%
  keep(is.factor) %>% 
  gather() %>% 
  ggplot(aes(value)) +
    facet_wrap(~ key, scales = "free",ncol = 2) +
    geom_bar()+
    scale_y_continuous( limits = c(0,400)) +
    geom_text(stat='count', aes(label=..count..), vjust=-0.1, size = 7) +
    theme(strip.text.x = element_text(size = 18), text = element_text(size=19))

ggsave("figures/Fig2.tiff", scale = 0.4)

We can see from the Overall.Stage variable distribution, that stage IV is not represented in this dataset so we will center analysis mainly on this groups of non-metastatic disease patients. There seems to be some isolated incoherent, erroneous registries regarding clinical T, N and M categories. Possible values for clinical.T.Stage category in lung cancer range from T1 to T4, and as we can see there are few cases with T == 5. Same happens with Clinical.N.Stage == 4 and we also find some cases with Clinical M Stage == 3 that do not exists either within this classicifcation. Specific incoherent cases are enumerated in tables 5.3, 5.4, 5.5 respectively.

(table3 <- lung_data_complete %>% 
  filter(clinical.T.Stage ==5) %>% select(clinical.T.Stage,Overall.Stage)  %>% 
  kable(full_with = FALSE) %>% 
  kable_classic_2())

	clinical.T.Stage	Overall.Stage
LUNG1-272	5	NA

table3 %>% save_kable("tables/table3.pdf")

(table4 <- lung_data_complete %>% 
  filter(Clinical.N.Stage ==4) %>% select(Clinical.N.Stage,Overall.Stage) %>% 
  kable(full_with = FALSE) %>% 
  kable_classic_2())

	Clinical.N.Stage	Overall.Stage
LUNG1-167	4	IIIb
LUNG1-232	4	IIIb
LUNG1-292	4	IIIb

table4 %>% save_kable("tables/table4.pdf")

(table5 <- lung_data_complete %>% filter(Clinical.M.Stage ==3) %>% 
  select(Clinical.M.Stage,Overall.Stage) %>% 
  kable(full_with = FALSE) %>% 
  kable_classic_2()) 

	Clinical.M.Stage	Overall.Stage
LUNG1-072	3	IIIb
LUNG1-256	3	IIIb
LUNG1-269	3	IIIa
LUNG1-333	3	IIIa

table5 %>% save_kable("tables/table5.pdf")

These are interpreted as erroneous so missing values are assigned to replace these entries as well as for plastimatch manufacturer. This will be then handled along with missing values imputation.

# I assign na values to erroneous entries and drop unused levels:
lung_data_complete <- lung_data_complete %>% replace_with_na(
  replace = list(clinical.T.Stage = 5,
                 Clinical.N.Stage = 4,
                 Clinical.M.Stage = 3,
                 Manufacturer = 'Plastimatch')) %>%
  droplevels.data.frame()

We can see now the joint missing patterns after removing observations with histology missing values and imputing with missing values the incoherent clinical T/N/M entries:

tiff(filename = "figures/Fig3.tiff", width = 200, height = 150, units = "mm", res = 300)
gg_miss_upset(lung_data_complete %>% select_if(~ any(is.na(.)))) 
fig <- dev.off()
gg_miss_upset(lung_data_complete %>% select_if(~ any(is.na(.))))

Now I continue with the summary statistics for numeric clinical numeric variables:

(table6 <- lung_data_complete %>% 
  select(age,Survival.time) %>% 
  describe() %>%
  select(described_variables,n,na,mean,sd,se_mean,IQR,skewness,kurtosis) %>% 
  kable(full_with = FALSE) %>% kable_classic_2()) 

described_variables	n	na	mean	sd	se_mean	IQR	skewness	kurtosis
age	366	13	68.1016	10.14966	0.5305312	14.74875	-0.3099521	-0.3094659
Survival.time	379	0	983.6464	1020.99688	52.4450869	1126.00000	1.4764935	1.3393722

table6 %>% save_kable("tables/table6.pdf")

And generate histograms to better visualize distributions:

• First for the remaining clinical variables:

g1 <- ggplot(lung_data_complete,aes(age)) + 
  geom_histogram(alpha = .8) +
  theme_bw() 
g2 <- ggplot(lung_data_complete,aes(Survival.time)) + 
  geom_histogram(alpha = .8) +
  theme_bw()
(g1 + g2)

ggsave("figures/Fig4.tiff",width = 174, height = 100, device="tiff", dpi=300, units = "mm", scale = 1)

• As we have 1246 radiomic variables, I’ll continue exploring clinical and main study info first, and continue with radiomics exploratory analysis while and after performing variable selection

Check relationship/independency between different type of variables

First as my first research question is weather radiomic variables are related with histology class or not, I want to check histology is independent from other clinical variables and manufacturer of the scanner used to do the exam.

g1 <- ggplot(lung_data_complete,aes(age, fill = Histology)) + 
  geom_boxplot(alpha = .5) +
  coord_flip() +
  theme_bw() +
  theme(legend.position = 'none')

g2 <- ggplot(lung_data_complete,aes(gender, fill = Histology)) + 
  geom_bar(position = 'dodge',alpha = .5) +
  theme_bw() +
  theme(legend.position = 'none')

g3 <- ggplot(lung_data_complete,aes(Overall.Stage, fill = Histology)) + 
  geom_bar(position = 'dodge',alpha = .5) +
  theme_bw() 

g4 <- ggplot(lung_data_complete,aes(Manufacturer, fill = Histology)) + 
  geom_bar(position = 'dodge',alpha = .5) +
  theme_bw() 

(g1 + g2)/(g3 + g4) + plot_layout(guides = "collect") 

ggsave("figures/Fig5.tiff",width = 174, height = 100, device="tiff", dpi=300, units = "mm", scale = 1)

I check the relationship between categorical variables with main variables of interest. I use crosstable package to ease table construction and automatic test to search for independency.

# As we have few observations for N1 group, I will have to join two groups to
# be able to test independence with histology 
table(lung_data_complete$Histology,lung_data_complete$Clinical.N.Stage)

##                          
##                            0  1  2  3
##   adenocarcinoma          18  4 15 14
##   large cell              32  5 48 28
##   nos                     27  0 21 14
##   squamous cell carcinoma 63 12 50 25

levels(lung_data_complete$Clinical.N.Stage) <- c("0","1_2","1_2","3")


(table7 <- crosstable(lung_data_complete, c(age, gender, clinical.T.Stage,
                                            Clinical.N.Stage,
                                            Overall.Stage, Manufacturer), 
           by = Histology, test = TRUE,
           showNA = 'no') %>% as_flextable() %>% autofit())

table7 %>% save_as_image("tables/table7.png")

## [1] "/Users/mechyserra/Drive_SerraMM/Master_BioinformaticayBioestadistica/Trabajo_Fin_de_Master/TFM/TFM_MSerra/TFM_MSERRA_2022/tables/table7.png"

(table8 <- crosstable(lung_data_complete, c(age, gender, 
                                            Manufacturer), 
           by = Overall.Stage, test = TRUE,
           showNA = 'no') %>% as_flextable() %>% autofit())

table8 %>% save_as_image("tables/table8.png")

## [1] "/Users/mechyserra/Drive_SerraMM/Master_BioinformaticayBioestadistica/Trabajo_Fin_de_Master/TFM/TFM_MSerra/TFM_MSERRA_2022/tables/table8.png"

In this tables we can easily see how gender and histology, and manufacturer and histology are independent. On the contrary, there seems to be some relationship between histology group and age, as well as between histology and overall stage. In this case it seems specially important to verify the relationship of these variables with any clustering model generated as these could bias interpretation of clustering association to target histology variable.

Though I did not identify here a relationship between histology class and T or N stage, we know this are dependent with overall stage for which we found association to histology class, so we should be careful with this when interpreting model results.

I continue verifying the relationship between ordinal variables using Spearman correlation coeficient

(table9 <- lung_data_complete %>% 
  select(Overall.Stage,clinical.T.Stage) %>% 
  drop_na(Overall.Stage,clinical.T.Stage) %>% 
  table()%>%
  addmargins() %>% 
  kable(full_with = FALSE) %>% kable_classic_2() %>%  
  add_header_above(c("Overall.Stage" = 1, "Clinical.T.Stage" = 5)) )

Overall.Stage	Clinical.T.Stage
	1	2	3	4	Sum
I	27	39	0	0	66
II	3	18	17	0	38
IIIa	26	55	27	0	108
IIIb	13	35	6	111	165
Sum	69	147	50	111	377

table9 %>% save_kable("tables/table9.pdf")
cor(as.integer(lung_data_complete$clinical.T.Stage),
    as.integer(lung_data_complete$Overall.Stage),
    method = 'spearman',
    use = 'complete.obs')

## [1] 0.5841231

(table10 <- lung_data_complete %>% 
  select(Overall.Stage,Clinical.N.Stage) %>% 
  drop_na(Overall.Stage,Clinical.N.Stage) %>% 
  table()%>%
  addmargins() %>% 
  kable(full_width = FALSE) %>% 
  kable_classic_2() %>%  
  add_header_above(c("Overall.Stage" = 1, "Clinical.N.Stage" = 4))) 

Overall.Stage	Clinical.N.Stage
	0	1_2	3	Sum
I	65	1	0	66
II	25	13	0	38
IIIa	0	100	8	108
IIIb	50	40	73	163
Sum	140	154	81	375

table10 %>% save_kable("tables/table10.pdf")
cor(as.integer(lung_data_complete$Clinical.N.Stage),
        as.integer(lung_data_complete$Overall.Stage),
        method = 'spearman',
        use = 'complete.obs')

## [1] 0.5067627

(table11 <- lung_data_complete %>% 
  select(clinical.T.Stage,Clinical.N.Stage) %>% 
  drop_na(clinical.T.Stage,Clinical.N.Stage) %>% 
  table()%>%
  addmargins() %>% 
  kable(full_width = FALSE) %>% 
  kable_classic_2() %>%  
  add_header_above(c("Clinical.T.Stage" = 1, "Clinical.N.Stage" = 4))) 

Clinical.T.Stage	Clinical.N.Stage
	0	1_2	3	Sum
1	28	24	17	69
2	46	66	35	147
3	17	24	9	50
4	49	40	19	108
Sum	140	154	80	374

table11 %>% save_kable("tables/table11.pdf")
cor(as.integer(lung_data_complete$Clinical.N.Stage),
    as.integer(lung_data_complete$clinical.T.Stage),
    method = 'spearman',
    use = 'complete.obs')

## [1] -0.07690129

As expected we see there is some degree of correlation between Overall Stage and T and N clinical categories. On the contrary T and N categories do not show a high degree of correlation.

I check the distribution of different histology classes along study dates to check if there might be any suggestion of potential time batch bias.

lung_data_complete$Study.Date <- as.POSIXct(lung_data_complete$Study.Date)
ggplot(lung_data_complete, aes(Study.Date, ..count.., fill = Histology)) + 
    geom_histogram(alpha = .5) +
    theme_bw() + xlab(NULL) +
    scale_x_datetime(breaks = date_breaks("3 months"),
                     labels = date_format("%Y-%b")) +
    theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))

ggsave("figures/Fig6.tiff",width = 174, height = 100, device="tiff", dpi=300, units = "mm", scale = 1)

Regarding the period of time during which studies were performed, we see all classes seem pretty much represented along the years in favor of avoiding specific technique batch biases.

Now I want to check if there is a relationship between survival and main categorical classes. To do so I will use Survival and survminer R packages to construct Kaplan Meyer plots using Survival.time and deadstatus.event variables and compare median survival between different classes.

First I describe general survival probability for the whole group.

tiff(filename = "figures/Fig7.1.tiff", width = 300, height = 200, units = "mm", res = 300)
ggsurvplot(survfit(Surv(Survival.time, as.numeric(deadstatus.event)) ~ 1, data = lung_data_complete), 
           conf.int=TRUE, 
           surv.median.line = 'hv',
           pval=TRUE, 
           risk.table='percentage',
           tables.height = 0.2)
fig <- dev.off()
ggsurvplot(survfit(Surv(Survival.time, as.numeric(deadstatus.event)) ~ 1, data = lung_data_complete), 
           conf.int=TRUE, 
           surv.median.line = 'hv',
           pval=TRUE, 
           risk.table='percentage',
           tables.height = 0.2)

survfit(Surv(Survival.time, as.numeric(deadstatus.event)) ~ 1, data = lung_data_complete)

## Call: survfit(formula = Surv(Survival.time, as.numeric(deadstatus.event)) ~ 
##     1, data = lung_data_complete)
## 
##        n events median 0.95LCL 0.95UCL
## [1,] 379    336    573     492     660

One year probability survival was 0.64 when evaluating the whole group (95% CI: 0.597 - 0.694).

tiff(filename = "figures/Fig7.2.tiff", width = 300, height = 200, units = "mm", res = 300)
ggsurvplot(survfit(Surv(Survival.time, as.numeric(deadstatus.event)) ~ Histology, data = lung_data_complete), 
           conf.int=TRUE, 
           surv.median.line = 'hv',
           pval=TRUE, 
           risk.table='percentage',
           tables.height = 0.2)
fig <- dev.off()
ggsurvplot(survfit(Surv(Survival.time, as.numeric(deadstatus.event)) ~ Histology, data = lung_data_complete), 
           conf.int=TRUE, 
           surv.median.line = 'hv',
           pval=TRUE, 
           risk.table='percentage',
           tables.height = 0.2)

tiff(filename = "figures/Fig8.tiff", width = 300, height = 200, units = "mm", res = 300)
ggsurvplot(survfit(Surv(Survival.time, as.numeric(deadstatus.event)) ~ Overall.Stage, data = lung_data_complete), 
           conf.int=TRUE, 
           surv.median.line = 'hv',
           pval=TRUE, 
           risk.table='percentage',
           tables.height = 0.2)
fig <- dev.off()
ggsurvplot(survfit(Surv(Survival.time, as.numeric(deadstatus.event)) ~ Overall.Stage, data = lung_data_complete), 
           conf.int=TRUE, 
           surv.median.line = 'hv',
           pval=TRUE, 
           risk.table='percentage',
           tables.height = 0.2)

tiff(filename = "figures/Fig9.tiff", width = 300, height = 200, units = "mm", res = 300)
ggsurvplot(survfit(Surv(Survival.time, as.numeric(deadstatus.event)) ~ gender, data = lung_data_complete), 
           conf.int=TRUE, 
           surv.median.line = 'hv',
           pval=TRUE, 
           risk.table='percentage',
           surv.plot.height = 0.7,
            tables.height = 0.2)
fig <- dev.off()
ggsurvplot(survfit(Surv(Survival.time, as.numeric(deadstatus.event)) ~ gender, data = lung_data_complete), 
           conf.int=TRUE, 
           surv.median.line = 'hv',
           pval=TRUE, 
           risk.table='percentage',
           surv.plot.height = 0.7,
            tables.height = 0.2)

tiff(filename = "figures/Fig10.tiff", width = 300, height = 200, units = "mm", res = 300)
ggsurvplot(survfit(Surv(Survival.time, as.numeric(deadstatus.event)) ~ Manufacturer, data = lung_data_complete), 
           conf.int=TRUE, 
           surv.median.line = 'hv',
           pval=TRUE, 
           risk.table='percentage',
           surv.plot.height = 0.7,
            tables.height = 0.3)
fig <- dev.off()
ggsurvplot(survfit(Surv(Survival.time, as.numeric(deadstatus.event)) ~ Manufacturer, data = lung_data_complete), 
           conf.int=TRUE, 
           surv.median.line = 'hv',
           pval=TRUE, 
           risk.table='percentage',
           surv.plot.height = 0.7,
            tables.height = 0.3)

sd <- survdiff(Surv(Survival.time, as.numeric(deadstatus.event)) ~ Manufacturer, data = lung_data_complete)
1 - pchisq(sd$chisq, length(sd$n) - 1)

## [1] 0.002405843

survfit(Surv(Survival.time, as.numeric(deadstatus.event)) ~ Manufacturer, data = lung_data_complete)

## Call: survfit(formula = Surv(Survival.time, as.numeric(deadstatus.event)) ~ 
##     Manufacturer, data = lung_data_complete)
## 
##    1 observation deleted due to missingness 
##                         n events median 0.95LCL 0.95UCL
## Manufacturer=CMS Inc.  86     79    444     325     597
## Manufacturer=SIEMENS  292    256    617     522     704

While there is no significant relationship between Survival and Histology, Survival and Overall Stage, and Survival and Gender; there is a finding of major importance here regarding observations corresponding to scanners from different Manufacturer. This could add a major bias to the model so we have to exclude any radiomic features related to scanner Manufacturer to make sure to remove any bias from this source.

Relationship between radiomic numeric variables

As there are so many continuous radiomic variables I will just check for the moment their pearson correlation coefficient and represent this with heatmap. After performing variable selection I will further analyze radiomic variables distribution and relationship with other clinical variables.

radiomic_vars <- lung_data_complete %>% keep(is.numeric) %>%
  select(.,-c(age,Survival.time))
plot_correlation(radiomic_vars, type = "c", theme_config = list("legend.position" = "bottom","axis.text.x" = element_blank(), "axis.text.y" = element_blank()))

ggsave("figures/Fig11.tiff",width = 200, height = 200, device="tiff", dpi=300, units = "mm", scale = 1)

Now I will perform a Shapiro Wilk test to formaly evaluate normality for every numeric variable available in current data frame:

# I apply shapiro wilk test to every numeric value in the data frame
shap <- lung_data_complete %>% 
  keep(is.numeric) %>% 
  apply(.,2,shapiro.test) 

# I define a vector with a boolean stating if p value is greater than corrected 0.05
shapres <- sapply(shap, function(x) x$p.value > .05/length(shap))
table(shapres)

## shapres
## FALSE  TRUE 
##  1081   167

When exploring numerical variable distribution we could already see many variables with an assymetric distribution mostly non-normally distributed variables. We will take this into account when selecting outlier detection techniques and imputation techniques both for outliers and missing values.

Missing values and outliers imputation

To perform outlier detection I will use HDoutliers package that allows performing multivariate outlier detection for mixed data. To be able to work with this algorithm I need to perform imputation of missing values first so I will use missForest package that gives me the possibility to perform missing value imputation, again taking in account the mixed data types we are dealing with.

Pre-processing step: missing values imputation

I perform missing values imputation first:

lung_data.imp <- missForest(lung_data_complete %>% select(.,-Study.Date))

#check imputation error. NRMSE is normalized mean squared error. It is used to represent error derived 
# from imputing continuous values. PFC (proportion of falsely classified) is used to represent error 
# derived from imputing categorical values.
lung_data.imp$OOBerror

##        NRMSE          PFC 
## 4.405347e-12 2.035274e-01

#check new values
lung_data.imp$ximp[rownames(lung_data.imp$ximp) %in% rownames(which(is.na(lung_data_complete), arr.ind=TRUE)),] %>% select(age,gender,clinical.T.Stage,Clinical.N.Stage,Clinical.M.Stage,Overall.Stage,deadstatus.event,Manufacturer)

##                age gender clinical.T.Stage Clinical.N.Stage Clinical.M.Stage
## LUNG1-058 82.27790   male                2                0                0
## LUNG1-072 71.47430   male                4                3                0
## LUNG1-085 53.65910 female                2                3                0
## LUNG1-149 65.13863   male                3                3                0
## LUNG1-167 74.92950   male                4                3                0
## LUNG1-174 67.12307   male                1                0                0
## LUNG1-232 73.28680   male                4              1_2                0
## LUNG1-256 53.08420   male                4              1_2                0
## LUNG1-269 73.05950   male                3                3                0
## LUNG1-270 66.06424   male                1              1_2                0
## LUNG1-272 60.13960   male                2              1_2                0
## LUNG1-275 68.08084   male                2                3                0
## LUNG1-292 66.21490   male                4                0                0
## LUNG1-299 71.19469   male                1                0                0
## LUNG1-303 71.75067   male                2                0                0
## LUNG1-307 67.04930 female                1                0                0
## LUNG1-308 64.32323 female                2              1_2                0
## LUNG1-333 63.69880   male                1              1_2                0
## LUNG1-339 65.37640   male                4              1_2                0
## LUNG1-341 70.53138   male                2                0                0
## LUNG1-349 63.42565   male                2              1_2                0
## LUNG1-354 65.10709 female                1              1_2                0
## LUNG1-385 65.56783   male                2                0                0
##           Overall.Stage deadstatus.event Manufacturer
## LUNG1-058             I                1      SIEMENS
## LUNG1-072          IIIb                1      SIEMENS
## LUNG1-085          IIIb                1     CMS Inc.
## LUNG1-149          IIIb                1     CMS Inc.
## LUNG1-167          IIIb                1      SIEMENS
## LUNG1-174             I                1      SIEMENS
## LUNG1-232          IIIb                1      SIEMENS
## LUNG1-256          IIIb                1      SIEMENS
## LUNG1-269          IIIa                1      SIEMENS
## LUNG1-270          IIIa                1      SIEMENS
## LUNG1-272          IIIb                1      SIEMENS
## LUNG1-275          IIIb                1      SIEMENS
## LUNG1-292          IIIb                1      SIEMENS
## LUNG1-299          IIIb                1      SIEMENS
## LUNG1-303             I                1      SIEMENS
## LUNG1-307             I                1      SIEMENS
## LUNG1-308            II                1      SIEMENS
## LUNG1-333          IIIa                1      SIEMENS
## LUNG1-339          IIIb                1      SIEMENS
## LUNG1-341             I                1      SIEMENS
## LUNG1-349            II                1      SIEMENS
## LUNG1-354          IIIa                1      SIEMENS
## LUNG1-385            II                1      SIEMENS

# we can see now M stage is in fact 0 for every entry, so we will remove this column
table(lung_data.imp$ximp$Clinical.M.Stage)

## 
##   0 
## 379

# I remove Clinical M Stage from the dataset and I add Study Date again
lung_data_naimp <- lung_data.imp$ximp %>% select(.,-Clinical.M.Stage) 

Multivariate outlier detection:

# Transforms the data according to the specifications in Wilkinson’s hdoutliers algorithm replaces each categorical variables with a numeric variable corresponding to its first component in multiple correspondence analysis, then maps the data to the unit square

lung_data.trans <- dataTrans(lung_data_naimp)

# Implements the first stage of the hdoutliers Algorithm, in which the data is partitioned according to exemplars and their associated lists of members.

lung_data.mem <- getHDmembers(lung_data.trans)
# An exponential distribution is fitted to the upper tail of the nearest-neighbor distances between
# exemplars (the observations considered representatives of each component of member

lung_data.out <- getHDoutliers(lung_data.trans, lung_data.mem, alpha = 0.05)

# Produces a plot of the data (transformed according to the Wilkinson’s specifications) showing the
# outliers. If the data has more than two dimensions, it is plotted onto the principal components of
# the data that remains after removing outliers.

tiff(filename = "figures/Fig12.tiff", width = 200, height = 150, units = "mm", res = 300)
plotHDoutliers(lung_data_naimp,lung_data.out)
fig <- dev.off()
plotHDoutliers(lung_data_naimp,lung_data.out)

# we identify the specific observations classified as outliers:
rownames(lung_data.trans)[c(lung_data.out)]

## [1] "LUNG1-027" "LUNG1-069"

When taking in account all the categorical and numerical variables available on the data set, excluding dates, 2 particular observations are considered outliers, “LUNG1-027” and “LUNG1-069”. Extreme values for a single variable seem to make more sense when they are explained by other variables.

I compare with stray library that has a modified version of hdoutliers, taking only numeric variables, and get the same result:

library(stray)
stray_out <- find_HDoutliers(lung_data_naimp %>% keep(is.numeric),alpha = 0.05)
rownames(lung_data.trans)[c(stray_out$outliers)]

## [1] "LUNG1-027" "LUNG1-069"

I remove the outliers detected:

# I add study date variable again to the update data set
lung_data_no_na <- lung_data_naimp %>% cbind(Study.Date = lung_data_complete$Study.Date)
lung_data_no_out <- lung_data_no_na[-c(which(rownames(lung_data_no_na) %in% rownames(lung_data.trans)[c(lung_data.out)])),]
dim(lung_data_no_out)

## [1]  377 1256

Feature selection for radiomic variables

# I build a dataframe just with the radiomic features:
radiomic_vars <- lung_data_no_out %>% keep(is.numeric) %>%
  select(.,-c(age,Survival.time))

Removing non-stable features

# I apply shapiro wilk test to every numeric value in the data frame
wilcox <- radiomic_vars %>% apply(.,2,function(x){wilcox.test(x~lung_data_no_out$Manufacturer)}) 

# I define a vector with a boolean stating if p value is greater than corrected 0.05
wilcoxres <- sapply(wilcox, function(x){x$p.value > .05})
table(wilcoxres)

## wilcoxres
## FALSE  TRUE 
##   532   714

stable_radiomic_vars <- radiomic_vars %>% select(.,-all_of(names(wilcoxres[wilcoxres == TRUE])))
dim(stable_radiomic_vars)

## [1] 377 532

Removing near cero variance features

library(caret)
names(stable_radiomic_vars)[nearZeroVar(radiomic_vars)]

## character(0)

No near 0 variables

MRMR

I first use maximum relevance minimum redundance algorithm. As there are so many radiomic features, I want to be sure I preserve most relevant features for the classes of interest while filtering redundant variables. To do so I use MRMR function from praznik package, and mRMR.classic function from mRMRe package.

# I first select MRMR features taking in account histology class:
select1 <- MRMR(stable_radiomic_vars,lung_data_no_out$Histology,k = 20)
names(select1$selection)

##  [1] "original_shape_VoxelVolume"                             
##  [2] "log.sigma.4.0.mm.3D_glszm_LargeAreaEmphasis"            
##  [3] "wavelet.HHL_glcm_ClusterProminence"                     
##  [4] "log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis"
##  [5] "log.sigma.2.0.mm.3D_glcm_Autocorrelation"               
##  [6] "log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis"
##  [7] "wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis"       
##  [8] "wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis"  
##  [9] "log.sigma.4.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis"
## [10] "wavelet.HHH_glszm_GrayLevelNonUniformity"               
## [11] "wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis"         
## [12] "wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis"   
## [13] "log.sigma.5.0.mm.3D_glszm_LargeAreaEmphasis"            
## [14] "wavelet.HHH_glcm_ClusterProminence"                     
## [15] "wavelet.HHL_glrlm_ShortRunHighGrayLevelEmphasis"        
## [16] "wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis"         
## [17] "wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis"       
## [18] "wavelet.LLL_glcm_ClusterProminence"                     
## [19] "wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis"        
## [20] "log.sigma.4.0.mm.3D_glszm_ZoneVariance"

# Then I do the same for the survival target interest
df <- as.data.frame(stable_radiomic_vars %>% cbind(surv1 = Surv(lung_data_no_out$Survival.time, lung_data_no_out$deadstatus.event)))
df$original_shape_VoxelVolume <- as.numeric(df$original_shape_VoxelVolume)
dd <- mRMR.data(data = df)
cat('index_surv:' ,grep("surv1", colnames(df)))

## index_surv: 533

select2 <- mRMR.classic(data = dd, target_indices = c(grep("surv1", colnames(df))), feature_count = 20)
selected2_features <- select2@feature_names[solutions(select2)$'533'[,1]]
selected2_features

##  [1] "wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis"     
##  [2] "log.sigma.4.0.mm.3D_glszm_ZoneVariance"                   
##  [3] "wavelet.HHH_glrlm_GrayLevelVariance"                      
##  [4] "log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized"
##  [5] "wavelet.HHH_glcm_Imc1"                                    
##  [6] "original_glcm_Imc1"                                       
##  [7] "log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis"   
##  [8] "wavelet.LHH_glszm_GrayLevelNonUniformity"                 
##  [9] "wavelet.LHH_firstorder_Skewness"                          
## [10] "wavelet.HHH_glszm_GrayLevelNonUniformityNormalized"       
## [11] "wavelet.LHH_glcm_Imc1"                                    
## [12] "log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis"  
## [13] "log.sigma.5.0.mm.3D_firstorder_Kurtosis"                  
## [14] "log.sigma.5.0.mm.3D_firstorder_90Percentile"              
## [15] "wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis"          
## [16] "wavelet.HLH_glcm_DifferenceAverage"                       
## [17] "wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis"         
## [18] "wavelet.HHH_firstorder_RootMeanSquared"                   
## [19] "wavelet.LHL_gldm_DependenceVariance"                      
## [20] "wavelet.HHH_glcm_ClusterProminence"

# I check variables matching for both vectors of selected variables
intersect(names(select1$selection),selected2_features)

## [1] "log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis"
## [2] "wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis"       
## [3] "wavelet.HHH_glcm_ClusterProminence"                     
## [4] "log.sigma.4.0.mm.3D_glszm_ZoneVariance"

# Still keep all the variables selected for at least one class taking in account a variable might be highly related to histology class for example and not to survival and so on
mrmr_radiomics <- stable_radiomic_vars %>% dplyr::select(names(select1$selection),all_of(selected2_features))

plot_correlation(mrmr_radiomics, type = "c", theme_config = list(legend.position = "bottom", axis.text.x = element_text(angle =
    90, size = 9), axis.text.y = element_text(size = 9)))

ggsave("figures/Fig13.tiff",width = 130, height = 130, device="tiff", dpi=300, units = "mm", scale = 1)

dim(mrmr_radiomics)

## [1] 377  36

We can see dim(mrmr_radiomics)[2] radiomic features were selected taking in account some minimal overlap between both MRMR selections regarding histology or survival.

Then I eliminate still highly redundant variables using findCorrelation function from caret package.

# As after MRMR I still have blocks of highly correlated variables I add an additional simple correlation filter to eliminate those still highly correlated:
redundant_vars <- findCorrelation(
  cor(mrmr_radiomics),
  cutoff = 0.95,
  names = TRUE
)
redundant_vars

## [1] "wavelet.HHL_glrlm_ShortRunHighGrayLevelEmphasis"        
## [2] "log.sigma.5.0.mm.3D_glszm_LargeAreaEmphasis"            
## [3] "log.sigma.4.0.mm.3D_glszm_LargeAreaEmphasis"            
## [4] "log.sigma.4.0.mm.3D_glszm_ZoneVariance"                 
## [5] "log.sigma.4.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis"

filtered_radiomics <- mrmr_radiomics %>% dplyr::select(.,-all_of(redundant_vars))
plot_correlation(filtered_radiomics, type = "c")

ggsave("figures/Fig14.tiff",width = 130, height = 130, device="tiff", dpi=300, units = "mm", scale = 1)

dim(filtered_radiomics)

## [1] 377  31

We are now left with dim(filtered_radiomics)[2] radiomic features.

Selected radiomic features univariate analysis

(table12 <- filtered_radiomics %>% describe() %>% 
    select(described_variables,mean,sd,IQR,skewness,kurtosis) %>% 
  kable(full_with = FALSE) %>% kable_classic_2()) 

described_variables	mean	sd	IQR	skewness	kurtosis
original_shape_VoxelVolume	7.514392e+04	9.164034e+04	9.800700e+04	2.0851762	4.8456596
wavelet.HHL_glcm_ClusterProminence	7.665988e+01	1.454862e+02	7.228063e+01	8.3455080	103.1677055
log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis	1.019452e+04	4.332770e+04	3.566937e+03	9.0663774	102.3326825
log.sigma.2.0.mm.3D_glcm_Autocorrelation	3.906822e+02	4.635002e+02	1.964977e+02	7.0022832	64.9811527
log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis	2.035400e-03	2.590600e-03	8.596000e-04	6.2617573	50.2486161
wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis	1.386738e+08	4.014961e+08	9.273493e+07	6.7919498	63.6744640
wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis	4.974261e+00	7.463963e+00	5.531913e+00	10.3666533	156.5331460
wavelet.HHH_glszm_GrayLevelNonUniformity	6.279034e+00	1.078154e+01	4.444444e+00	5.5080663	37.7984974
wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis	2.202244e+03	3.333935e+03	1.541908e+03	6.3181067	54.5274282
wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis	6.336000e-04	9.168000e-04	4.890000e-04	4.8892521	35.0606807
wavelet.HHH_glcm_ClusterProminence	5.201669e-01	2.434530e-02	2.194800e-02	7.6931019	100.7114041
wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis	8.932846e+02	1.224833e+03	6.660940e+02	6.0260294	44.3592347
wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis	2.029759e+09	5.437150e+09	1.779997e+09	6.6191390	54.5731854
wavelet.LLL_glcm_ClusterProminence	4.011467e+07	5.602678e+07	3.576071e+07	4.2809018	26.1167309
wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis	1.579710e-02	1.467100e-02	1.358980e-02	3.4688959	22.4729366
wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis	1.426500e-03	1.429000e-03	1.121800e-03	2.3362021	6.1842749
wavelet.HHH_glrlm_GrayLevelVariance	2.508655e-01	2.168600e-03	7.639000e-04	4.8123946	29.9377695
log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized	1.295846e-01	2.895060e-02	3.887950e-02	0.0035690	0.1889044
wavelet.HHH_glcm_Imc1	-1.806540e-02	3.470200e-03	4.504700e-03	-1.0817541	1.2105680
original_glcm_Imc1	-2.123565e-01	4.045460e-02	5.235530e-02	-0.4524797	1.5201208
log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis	2.179683e+03	3.172775e+03	2.061257e+03	5.0438332	34.4480218
wavelet.LHH_glszm_GrayLevelNonUniformity	1.303759e+02	1.629441e+02	1.371509e+02	3.2948811	16.5711634
wavelet.LHH_firstorder_Skewness	9.730470e-02	2.125665e-01	1.816981e-01	1.0791018	8.8925641
wavelet.HHH_glszm_GrayLevelNonUniformityNormalized	4.580535e-01	1.130034e-01	1.953485e-01	-0.0644575	-0.7458533
wavelet.LHH_glcm_Imc1	-5.209010e-02	9.000900e-03	1.068450e-02	-1.0971085	2.1923760
log.sigma.5.0.mm.3D_firstorder_Kurtosis	3.690143e+00	1.856490e+00	1.379258e+00	3.6248597	21.7097063
log.sigma.5.0.mm.3D_firstorder_90Percentile	1.147649e+01	7.613904e+01	6.642061e+01	0.5149007	3.4489701
wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis	7.941480e-02	6.270540e-02	4.685890e-02	2.1255940	4.6026079
wavelet.HLH_glcm_DifferenceAverage	4.690893e-01	4.681940e-02	5.090000e-02	1.7774220	5.4619428
wavelet.HHH_firstorder_RootMeanSquared	9.999963e+02	2.351280e-02	1.363290e-02	-3.6488720	19.5431225
wavelet.LHL_gldm_DependenceVariance	1.432114e+01	7.129074e+00	1.065779e+01	0.5921853	-0.2546894

table12 %>% save_kable("tables/table12.pdf")

In this table we can see summary statistics for selected radiomic features, we can see many of these include negative values, something to take into account when evaluating data transformation.

I further represent univariate distribution by representing data with histograms:

filtered_radiomics %>% 
  gather() %>% 
  ggplot(aes(value)) +
    facet_wrap(~ key, scales = "free", ncol = 3) +
    geom_histogram() +
    theme(strip.text.x = element_text(size = 50), text = element_text(size=50))+
    theme_minimal()

ggsave("figures/Fig15.tiff",width = 200, height = 300, device="tiff", dpi=300, units = "mm", scale = 1)

And I further evaluate normality by generating qqplot for these selected features.

filtered_radiomics %>% 
  gather() %>% 
  ggplot(aes(sample=value)) +
    facet_wrap(~ key, scales = "free", ncol = 4) +
    stat_qq() +
    theme_minimal() +
    theme(strip.text.x = element_text(size = 5), text = element_text(size=10))

ggsave("figures/Fig16.tiff",width = 200, height = 300, device="tiff", dpi=300, units = "mm", scale = 1)

As previously evaluated for the whole dataset with Shapiro Wilk test, we see in both histograms and qqplots that many radiomic variables deviate from normality and have a rather skewed distribution. We should take this into account as data transformation may be needed for optimal performance of different model-based cluster models.

As we have mainly positive skewed distributions I will apply a log transform after adding a mimimum value to avoid negative and ease optimization of different models.

min(filtered_radiomics)

## [1] -239.872

log_filtered_radiomics <- filtered_radiomics %>%
  lapply(function(x){log(x+241)}) %>% 
  as.data.frame()

log_filtered_radiomics %>% 
  gather() %>% 
  ggplot(aes(sample=value)) +
    facet_wrap(~ key, scales = "free", ncol = 4) +
    stat_qq() +
    theme_minimal() +
    theme(strip.text.x = element_text(size = 5), text = element_text(size=10))

ggsave("figures/Fig17.tiff",width = 200, height = 300, device="tiff", dpi=300, units = "mm", scale = 1)

Now that we have a few selected features, I can deepen radiomic feature description missing on initial global analysis.

Selected radiomic features relationship with target variables

We continue with evaluation of selected radiomic feature relationship to pertinent target variables. First I generate boxplots to represent radiomic feature distribution for the different histology classes.

I then evaluate mean and standard deviation of radiomic features within each class and test to verify if any of this relationships might be significant.

radiomics_hist <- log_filtered_radiomics %>% cbind(Histology = lung_data_no_out$Histology)
crostab <- crosstable(num_digits = 3,radiomics_hist, c(colnames(radiomics_hist %>% dplyr::select(.,-Histology))), by = Histology, test = TRUE) 

(table13 <- crostab %>% separate(test,
            into = c('pvalue', 
                    'test'),
            sep = "\n") %>% 
            separate(pvalue,
            into = c('string', 
                    'pval'),
            sep = ":",
            convert = TRUE) %>% 
            arrange(pval) %>% 
            filter(variable == 'Mean (std)') %>% 
            dplyr::select(.,-c(string,.id, test)) %>% kable(full_with = FALSE) %>% kable_classic_2()) 

label	variable	adenocarcinoma	large cell	nos	squamous cell carcinoma	pval
wavelet.LHL_gldm_DependenceVariance	Mean (std)	5.541 (0.028)	5.536 (0.024)	5.537 (0.024)	5.550 (0.030)	0.0012
wavelet.HHH_glcm_ClusterProminence	Mean (std)	5.487 (2e-04)	5.487 (6e-05)	5.487 (7e-05)	5.487 (7e-05)	0.0023
wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis	Mean (std)	5.508 (0.057)	5.508 (0.020)	5.503 (0.017)	5.502 (0.017)	0.0032
wavelet.HHH_glcm_Imc1	Mean (std)	5.485 (1e-05)	5.485 (1e-05)	5.485 (2e-05)	5.485 (1e-05)	0.0145
wavelet.HHL_glcm_ClusterProminence	Mean (std)	5.700 (0.358)	5.748 (0.248)	5.692 (0.222)	5.703 (0.254)	0.0348
wavelet.HLH_glcm_DifferenceAverage	Mean (std)	5.487 (2e-04)	5.487 (2e-04)	5.487 (2e-04)	5.487 (2e-04)	0.0384
wavelet.HHH_glszm_GrayLevelNonUniformity	Mean (std)	5.505 (0.020)	5.514 (0.047)	5.501 (0.015)	5.511 (0.044)	0.0529
wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	7.348 (0.914)	7.444 (0.670)	7.351 (0.642)	7.546 (0.728)	0.1077
wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis	Mean (std)	5.485 (5e-06)	5.485 (5e-06)	5.485 (3e-06)	5.485 (3e-06)	0.1230
wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	6.827 (0.697)	6.748 (0.523)	6.769 (0.545)	6.887 (0.565)	0.1665
wavelet.HHH_glszm_GrayLevelNonUniformityNormalized	Mean (std)	5.487 (0.001)	5.487 (4e-04)	5.487 (4e-04)	5.487 (5e-04)	0.1696
log.sigma.5.0.mm.3D_firstorder_90Percentile	Mean (std)	5.451 (0.279)	5.510 (0.372)	5.500 (0.307)	5.428 (0.578)	0.1705
wavelet.LHH_firstorder_Skewness	Mean (std)	5.485 (0.001)	5.485 (0.001)	5.485 (0.001)	5.485 (0.001)	0.1760
wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	5.485 (9e-05)	5.485 (4e-05)	5.485 (7e-05)	5.485 (5e-05)	0.2189
wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis	Mean (std)	5.485 (6e-06)	5.485 (6e-06)	5.485 (7e-06)	5.485 (6e-06)	0.2246
log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	5.485 (9e-06)	5.485 (1e-05)	5.485 (8e-06)	5.485 (1e-05)	0.2504
wavelet.LLL_glcm_ClusterProminence	Mean (std)	16.607 (1.106)	16.995 (1.184)	16.928 (1.170)	16.812 (1.337)	0.2752
wavelet.HHH_glrlm_GrayLevelVariance	Mean (std)	5.486 (1e-05)	5.486 (9e-06)	5.486 (5e-06)	5.486 (1e-05)	0.2819
wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis	Mean (std)	15.969 (3.046)	16.098 (2.874)	15.832 (3.055)	16.495 (2.887)	0.2850
wavelet.LHH_glcm_Imc1	Mean (std)	5.485 (3e-05)	5.485 (3e-05)	5.485 (5e-05)	5.485 (4e-05)	0.2863
wavelet.LHH_glszm_GrayLevelNonUniformity	Mean (std)	5.820 (0.299)	5.894 (0.358)	5.825 (0.312)	5.848 (0.315)	0.4377
wavelet.HHH_firstorder_RootMeanSquared	Mean (std)	7.124 (2e-05)	7.124 (2e-05)	7.124 (2e-05)	7.124 (2e-05)	0.5500
log.sigma.5.0.mm.3D_firstorder_Kurtosis	Mean (std)	5.500 (0.009)	5.500 (0.007)	5.500 (0.011)	5.499 (0.006)	0.5760
wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	5.485 (3e-04)	5.485 (2e-04)	5.485 (3e-04)	5.485 (3e-04)	0.6286
log.sigma.2.0.mm.3D_glcm_Autocorrelation	Mean (std)	6.310 (0.402)	6.348 (0.362)	6.344 (0.396)	6.362 (0.372)	0.6306
original_glcm_Imc1	Mean (std)	5.484 (2e-04)	5.484 (2e-04)	5.484 (2e-04)	5.484 (2e-04)	0.6505
log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	7.361 (0.926)	7.373 (0.770)	7.352 (0.849)	7.439 (0.809)	0.7444
log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis	Mean (std)	7.441 (1.803)	7.272 (1.560)	7.350 (1.858)	7.386 (1.569)	0.8484
original_shape_VoxelVolume	Mean (std)	10.365 (1.582)	10.450 (1.436)	10.270 (1.576)	10.472 (1.394)	0.8789
log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized	Mean (std)	5.485 (1e-04)	5.485 (1e-04)	5.485 (1e-04)	5.485 (1e-04)	0.9716
wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis	Mean (std)	19.215 (2.854)	19.309 (2.556)	19.237 (2.865)	19.349 (2.569)	0.9930

table13 %>% save_kable('tables/table13.pdf')

plot_boxplot(log_filtered_radiomics %>% select(wavelet.LHL_gldm_DependenceVariance,
                                           wavelet.HHH_glcm_ClusterProminence,
                                           wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis,
                                           wavelet.HHH_glcm_Imc1,
                                           wavelet.HHL_glcm_ClusterProminence,
                                           wavelet.HLH_glcm_DifferenceAverage) %>% 
               cbind(Histology = lung_data_no_out$Histology), 
             by = "Histology",
             ncol = 3,
             theme_config = list(strip.text.x = element_text(size = 13), text = element_text(size=15)))

ggsave("figures/Fig18.tiff",width = 100, height = 100, device="tiff", dpi=300, units = "mm", scale = 0.9)

radiomics_stage <- log_filtered_radiomics %>% cbind(Overall.Stage = lung_data_no_out$Overall.Stage)
crostab <- crosstable(num_digits = 3,radiomics_stage, c(colnames(radiomics_stage %>% dplyr::select(.,-Overall.Stage))), by = Overall.Stage, test = TRUE) 

(table13.1 <- crostab %>% separate(test,
            into = c('pvalue', 
                    'test'),
            sep = "\n") %>% 
            separate(pvalue,
            into = c('string', 
                    'pval'),
            sep = ":",
            convert = TRUE) %>% 
            arrange(pval) %>% 
            filter(variable == 'Mean (std)') %>% 
            dplyr::select(.,-c(string,.id)) %>% kable(full_with = FALSE) %>% kable_classic_2()) 

label	variable	I	II	IIIa	IIIb	pval	test
wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis	Mean (std)	15.346 (2.887)	17.138 (2.686)	15.755 (2.790)	16.601 (2.985)	0.0002	(Kruskal-Wallis rank sum test)
log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	7.214 (0.928)	7.616 (0.877)	7.237 (0.718)	7.516 (0.793)	0.0004	(Kruskal-Wallis rank sum test)
wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	6.716 (0.668)	7.021 (0.620)	6.721 (0.516)	6.874 (0.535)	0.0005	(Kruskal-Wallis rank sum test)
wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis	Mean (std)	5.485 (3e-06)	5.485 (3e-06)	5.485 (3e-06)	5.485 (5e-06)	0.0007	(Kruskal-Wallis rank sum test)
original_shape_VoxelVolume	Mean (std)	9.980 (1.427)	10.766 (1.461)	10.255 (1.403)	10.616 (1.466)	0.0016	(Kruskal-Wallis rank sum test)
wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis	Mean (std)	18.651 (2.498)	19.903 (2.680)	18.945 (2.615)	19.649 (2.649)	0.0017	(Kruskal-Wallis rank sum test)
wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis	Mean (std)	5.485 (5e-06)	5.485 (5e-06)	5.485 (6e-06)	5.485 (6e-06)	0.0032	(Kruskal-Wallis rank sum test)
log.sigma.5.0.mm.3D_firstorder_Kurtosis	Mean (std)	5.499 (0.007)	5.500 (0.006)	5.500 (0.010)	5.500 (0.006)	0.0036	(Kruskal-Wallis rank sum test)
wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	7.369 (0.822)	7.673 (0.884)	7.326 (0.647)	7.527 (0.685)	0.0065	(Kruskal-Wallis rank sum test)
log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis	Mean (std)	6.903 (1.486)	7.571 (1.650)	7.297 (1.738)	7.516 (1.615)	0.0137	(Kruskal-Wallis rank sum test)
log.sigma.5.0.mm.3D_firstorder_90Percentile	Mean (std)	5.347 (0.423)	5.537 (0.287)	5.496 (0.351)	5.480 (0.533)	0.0196	(Kruskal-Wallis rank sum test)
wavelet.LLL_glcm_ClusterProminence	Mean (std)	17.136 (1.038)	16.772 (1.281)	17.000 (1.118)	16.677 (1.347)	0.0238	(Kruskal-Wallis rank sum test)
wavelet.LHH_glszm_GrayLevelNonUniformity	Mean (std)	5.808 (0.317)	5.885 (0.291)	5.829 (0.347)	5.882 (0.322)	0.0601	(Kruskal-Wallis rank sum test)
wavelet.HHH_glszm_GrayLevelNonUniformityNormalized	Mean (std)	5.487 (0.001)	5.487 (5e-04)	5.487 (5e-04)	5.487 (5e-04)	0.1096	(Kruskal-Wallis rank sum test)
wavelet.HHH_glszm_GrayLevelNonUniformity	Mean (std)	5.505 (0.036)	5.513 (0.044)	5.511 (0.046)	5.510 (0.034)	0.1205	(Kruskal-Wallis rank sum test)
wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	5.485 (3e-04)	5.485 (2e-04)	5.485 (3e-04)	5.485 (3e-04)	0.1369	(Kruskal-Wallis rank sum test)
wavelet.LHL_gldm_DependenceVariance	Mean (std)	5.539 (0.026)	5.550 (0.030)	5.538 (0.025)	5.544 (0.029)	0.1398	(Kruskal-Wallis rank sum test)
wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	5.485 (5e-05)	5.485 (1e-04)	5.485 (6e-05)	5.485 (5e-05)	0.1514	(Kruskal-Wallis rank sum test)
wavelet.LHH_firstorder_Skewness	Mean (std)	5.485 (0.001)	5.485 (0.001)	5.485 (0.001)	5.485 (0.001)	0.1915	(Kruskal-Wallis rank sum test)
log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized	Mean (std)	5.485 (1e-04)	5.485 (1e-04)	5.485 (1e-04)	5.485 (1e-04)	0.2239	(One-way analysis of means)
wavelet.HHH_firstorder_RootMeanSquared	Mean (std)	7.124 (2e-05)	7.124 (2e-05)	7.124 (1e-05)	7.124 (2e-05)	0.2252	(Kruskal-Wallis rank sum test)
log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	5.485 (7e-06)	5.485 (1e-05)	5.485 (7e-06)	5.485 (1e-05)	0.2544	(Kruskal-Wallis rank sum test)
log.sigma.2.0.mm.3D_glcm_Autocorrelation	Mean (std)	6.342 (0.440)	6.411 (0.389)	6.309 (0.350)	6.361 (0.363)	0.2838	(Kruskal-Wallis rank sum test)
wavelet.HHL_glcm_ClusterProminence	Mean (std)	5.732 (0.229)	5.750 (0.402)	5.709 (0.253)	5.703 (0.245)	0.2934	(Kruskal-Wallis rank sum test)
wavelet.LHH_glcm_Imc1	Mean (std)	5.485 (4e-05)	5.485 (4e-05)	5.485 (4e-05)	5.485 (4e-05)	0.2945	(Kruskal-Wallis rank sum test)
wavelet.HHH_glcm_ClusterProminence	Mean (std)	5.487 (7e-05)	5.487 (2e-04)	5.487 (9e-05)	5.487 (6e-05)	0.3604	(Kruskal-Wallis rank sum test)
wavelet.HHH_glrlm_GrayLevelVariance	Mean (std)	5.486 (7e-06)	5.486 (1e-05)	5.486 (1e-05)	5.486 (6e-06)	0.4089	(Kruskal-Wallis rank sum test)
wavelet.HLH_glcm_DifferenceAverage	Mean (std)	5.487 (2e-04)	5.487 (2e-04)	5.487 (2e-04)	5.487 (2e-04)	0.4570	(Kruskal-Wallis rank sum test)
wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis	Mean (std)	5.505 (0.017)	5.512 (0.065)	5.503 (0.016)	5.504 (0.020)	0.4824	(Kruskal-Wallis rank sum test)
wavelet.HHH_glcm_Imc1	Mean (std)	5.485 (2e-05)	5.485 (1e-05)	5.485 (1e-05)	5.485 (1e-05)	0.7033	(Kruskal-Wallis rank sum test)
original_glcm_Imc1	Mean (std)	5.484 (1e-04)	5.484 (2e-04)	5.484 (2e-04)	5.484 (2e-04)	0.8081	(Kruskal-Wallis rank sum test)

table13.1 %>% save_kable('tables/table13.1.pdf')

plot_boxplot(log_filtered_radiomics %>% select(wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis,
                                           log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis,
                                           wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis,
                                           wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis,
                                           original_shape_VoxelVolume,
                                           wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis) %>% 
               cbind(Overall.Stage = lung_data_no_out$Overall.Stage), 
             by = "Overall.Stage",
             ncol = 3,
             theme_config = list(strip.text.x = element_text(size = 13), text = element_text(size=15)))

ggsave("figures/Fig18.1.tiff",width = 100, height = 100, device="tiff", dpi=300, units = "mm", scale = 0.9)

Now I will evaluate potential relationship between individual radiomic features and survival. To do so I adjust a cox model for each one.

radiomics_surv <- log_filtered_radiomics %>% cbind(Survival.time = lung_data_no_out$Survival.time, deadstatus.event = lung_data_no_out$deadstatus.event) 

surv_formulas <- sapply(colnames(log_filtered_radiomics),function(x) as.formula(paste('Surv(Survival.time,as.numeric(deadstatus.event))~', x)))
surv_models <- lapply(surv_formulas, function(x){coxph(x, data = radiomics_surv)})
surv_rad_vars <- lapply(surv_models,
                       function(x){ 
                          x <- summary(x)
                          p.value<-format(signif(x$wald["pvalue"], digits=2),scientific = FALSE)
                          wald.test<-signif(x$wald["test"], digits=2)
                          beta<-signif(x$coef[1], digits=2);#coeficient beta
                          res<-c(beta, wald.test, p.value)
                          names(res)<-c("beta", "wald.test", 
                                        "p.value")
                          return(res)
                          #return(exp(cbind(coef(x),confint(x))))
                         })
res <- t(as.data.frame(surv_rad_vars, check.names = FALSE))
(table14 <- as.data.frame(res) %>% arrange(p.value) %>% 
  kable(full_with = FALSE) %>% kable_classic_2())

	beta	wald.test	p.value
wavelet.HHH_glszm_GrayLevelNonUniformity	5.2	19	0.000016
log.sigma.5.0.mm.3D_firstorder_Kurtosis	27	17	0.000043
log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis	0.29	17	0.000046
wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis	0.36	13	0.00024
wavelet.LHH_glszm_GrayLevelNonUniformity	0.62	13	0.00032
log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis	0.12	13	0.00035
wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis	0.27	11	0.00076
wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis	0.067	11	0.001
original_shape_VoxelVolume	0.13	10	0.0014
log.sigma.2.0.mm.3D_glcm_Autocorrelation	0.41	7.7	0.0054
wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis	0.055	6.2	0.013
wavelet.LHL_gldm_DependenceVariance	4.4	4.9	0.026
wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis	-440	4	0.044
wavelet.HHH_glcm_Imc1	-7000	3.4	0.064
wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis	-19000	3.2	0.073
wavelet.HHH_glszm_GrayLevelNonUniformityNormalized	-190	2.8	0.096
wavelet.HHH_glrlm_GrayLevelVariance	9100	2.6	0.11
wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis	-25000	2.1	0.14
wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis	-1600	2	0.16
wavelet.LHH_firstorder_Skewness	90	1.8	0.18
wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis	2	1.6	0.21
wavelet.LHH_glcm_Imc1	1800	1.1	0.29
wavelet.HHL_glcm_ClusterProminence	0.2	1	0.31
log.sigma.5.0.mm.3D_firstorder_90Percentile	0.13	1	0.32
log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized	-280	0.35	0.55
wavelet.HHH_firstorder_RootMeanSquared	1800	0.36	0.55
wavelet.LLL_glcm_ClusterProminence	-0.026	0.31	0.58
wavelet.HHH_glcm_ClusterProminence	-280	0.21	0.65
original_glcm_Imc1	-130	0.15	0.69
log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis	910	0.03	0.87
wavelet.HLH_glcm_DifferenceAverage	-24	0.01	0.93

table14 %>% save_kable('tables/table14.pdf')

Clustering

Construction of imput datasets

I construct final datasets to use as imput to fit the model-based clustering. I exclude from the datasets the considered ‘target variables’ including mainly Histology and both components of survival estimates (Survival.time and deadstatus.event). I will also evaluate stage descriptors and scanner model distribution among different clusters once the model if generated.

lung_data_filtered_radiomics <- cbind(lung_data_no_out %>%
                                        dplyr::select(age,
                                                      gender),
                                      log_filtered_radiomics)
(table19 <- describe(lung_data_filtered_radiomics) %>% dplyr::select(described_variables,mean,sd,se_mean,IQR,skewness,kurtosis) %>% 
   kable(full_with = FALSE) %>% kable_classic_2())

described_variables	mean	sd	se_mean	IQR	skewness	kurtosis
age	68.087348	9.9962540	0.5148333	13.9987000	-0.3072182	-0.2297816
original_shape_VoxelVolume	10.418014	1.4592795	0.0751567	2.2564480	-0.4374695	-0.5534142
wavelet.HHL_glcm_ClusterProminence	5.714404	0.2640022	0.0135968	0.2498732	2.7786461	12.3225476
log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis	7.353114	1.6432615	0.0846323	2.3483661	0.9858591	0.5654748
log.sigma.2.0.mm.3D_glcm_Autocorrelation	6.347803	0.3760835	0.0193693	0.3610674	2.3153056	8.8514924
log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis	5.484805	0.0000107	0.0000006	0.0000036	6.2615524	50.2451503
wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis	16.196668	2.9322681	0.1510195	4.0622767	-0.5484747	-0.3205776
wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis	5.504839	0.0267962	0.0013801	0.0225736	8.4503877	115.9378509
wavelet.HHH_glszm_GrayLevelNonUniformity	5.509692	0.0393431	0.0020263	0.0181493	5.0057489	31.3398745
wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis	7.456766	0.7279690	0.0374923	0.9025123	0.9604226	1.5132056
wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis	5.484800	0.0000038	0.0000002	0.0000020	4.8891785	35.0596521
wavelet.HHH_glcm_ClusterProminence	5.486953	0.0001008	0.0000052	0.0000909	7.6866405	100.5859224
wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis	6.817760	0.5701551	0.0293645	0.7324665	1.1819527	3.1492263
wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis	19.300837	2.6443448	0.1361907	3.5656335	-0.6022647	-0.1985876
wavelet.LLL_glcm_ClusterProminence	16.858400	1.2373871	0.0637287	1.5032439	-0.5711949	0.8381037
wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis	5.484863	0.0000609	0.0000031	0.0000564	3.4677774	22.4587047
wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis	5.484803	0.0000059	0.0000003	0.0000047	2.3361783	6.1841269
wavelet.HHH_glrlm_GrayLevelVariance	5.485837	0.0000090	0.0000005	0.0000032	4.8122790	29.9362933
log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized	5.485334	0.0001201	0.0000062	0.0001612	0.0031770	0.1886998
wavelet.HHH_glcm_Imc1	5.484722	0.0000144	0.0000007	0.0000187	-1.0817978	1.2107301
original_glcm_Imc1	5.483915	0.0001680	0.0000087	0.0002174	-0.4533090	1.5221494
log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis	7.394164	0.8180300	0.0421307	1.2165610	0.6620482	0.3129117
wavelet.LHH_glszm_GrayLevelNonUniformity	5.854420	0.3259955	0.0167896	0.4082331	1.4847299	2.6080324
wavelet.LHH_firstorder_Skewness	5.485200	0.0008812	0.0000454	0.0007537	1.0663667	8.8730064
wavelet.HHH_glszm_GrayLevelNonUniformityNormalized	5.486696	0.0004680	0.0000241	0.0008090	-0.0653329	-0.7465740
wavelet.LHH_glcm_Imc1	5.484581	0.0000374	0.0000019	0.0000443	-1.0972745	2.1929685
log.sigma.5.0.mm.3D_firstorder_Kurtosis	5.499964	0.0074873	0.0003856	0.0056462	3.5115187	20.3689620
log.sigma.5.0.mm.3D_firstorder_90Percentile	5.467547	0.4489193	0.0231205	0.2638859	-5.4629759	56.1573713
wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis	5.485126	0.0002600	0.0000134	0.0001944	2.1247949	4.5987508
wavelet.HLH_glcm_DifferenceAverage	5.486741	0.0001939	0.0000100	0.0002108	1.7761862	5.4551338
wavelet.HHH_firstorder_RootMeanSquared	7.123670	0.0000189	0.0000010	0.0000110	-3.6491017	19.5451207
wavelet.LHL_gldm_DependenceVariance	5.542137	0.0277151	0.0014274	0.0417894	0.5354665	-0.3600384

  table19 %>% save_kable('tables/table19.pdf')

As we can see value ranges differ significantly between numerical variables (radiomics and age included) this could bias the weight of each variable when contributing to the model so it is recomended to have all variables in the same scale. I chose to use min-max scaling. Then categorical variables will be directly treated by VarCellCM.

filtered_cont_scaled <- lung_data_filtered_radiomics %>% keep(is.numeric) %>% 
  lapply(function(x){(x - min(x)) / (max(x) - min(x))}) %>% as.data.frame()

lung_data_filtered_scaled_radiomics <- lung_data_filtered_radiomics %>% 
  keep(is.factor) %>%
  cbind(filtered_cont_scaled)

(table20 <- describe(lung_data_filtered_scaled_radiomics) %>% 
    dplyr::select(described_variables,mean,sd,p00, p50, p100, skewness,kurtosis) %>% kable(full_with = FALSE) %>% kable_classic_2()) 

described_variables	mean	sd	p00	p50	p100	skewness	kurtosis
age	0.5929473	0.1722916	0	0.5959248	1	-0.3072182	-0.2297816
original_shape_VoxelVolume	0.5829356	0.2252327	0	0.6175421	1	-0.4374695	-0.5534142
wavelet.HHL_glcm_ClusterProminence	0.0989860	0.1163366	0	0.0615282	1	2.7786461	12.3225476
log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis	0.2387529	0.2103486	0	0.2024770	1	0.9858591	0.5654748
log.sigma.2.0.mm.3D_glcm_Autocorrelation	0.2029748	0.1263963	0	0.1838236	1	2.3153056	8.8514924
log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis	0.0508914	0.0877837	0	0.0302539	1	6.2615524	50.2451503
wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis	0.5485125	0.2159559	0	0.5862543	1	-0.5484747	-0.3205776
wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis	0.0475191	0.0658836	0	0.0270760	1	8.4503877	115.9378509
wavelet.HHH_glszm_GrayLevelNonUniformity	0.0561877	0.1065138	0	0.0245006	1	5.0057489	31.3398745
wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis	0.3153470	0.1592984	0	0.2936679	1	0.9604226	1.5132056
wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis	0.0630528	0.0949388	0	0.0329395	1	4.8891785	35.0596521
wavelet.HHH_glcm_ClusterProminence	0.0755803	0.0663751	0	0.0659739	1	7.6866405	100.5859224
wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis	0.2740752	0.1561735	0	0.2616347	1	1.1819527	3.1492263
wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis	0.5865928	0.2011479	0	0.6240089	1	-0.6022647	-0.1985876
wavelet.LLL_glcm_ClusterProminence	0.5862742	0.1577118	0	0.6066546	1	-0.5711949	0.8381037
wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis	0.0998352	0.0973916	0	0.0696657	1	3.4677774	22.4587047
wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis	0.1630327	0.1725658	0	0.0976298	1	2.3361783	6.1841269
wavelet.HHH_glrlm_GrayLevelVariance	0.0673688	0.1069052	0	0.0246964	1	4.8122790	29.9362933
log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized	0.4370991	0.1545526	0	0.4409033	1	0.0031770	0.1886998
wavelet.HHH_glcm_Imc1	0.7284170	0.1749918	0	0.7690662	1	-1.0817978	1.2107301
original_glcm_Imc1	0.6018814	0.1204200	0	0.6094712	1	-0.4533090	1.5221494
log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis	0.3233587	0.1855941	0	0.2940825	1	0.6620482	0.3129117
wavelet.LHH_glszm_GrayLevelNonUniformity	0.1880146	0.1677015	0	0.1479853	1	1.4847299	2.6080324
wavelet.LHH_firstorder_Skewness	0.4731001	0.0843611	0	0.4633876	1	1.0663667	8.8730064
wavelet.HHH_glszm_GrayLevelNonUniformityNormalized	0.4335451	0.2156077	0	0.5136202	1	-0.0653329	-0.7465740
wavelet.LHH_glcm_Imc1	0.6823681	0.1463222	0	0.6952481	1	-1.0972745	2.1929685
log.sigma.5.0.mm.3D_firstorder_Kurtosis	0.1050651	0.1035381	0	0.0753691	1	3.5115187	20.3689620
log.sigma.5.0.mm.3D_firstorder_90Percentile	0.8477223	0.0711705	0	0.8576667	1	-5.4629759	56.1573713
wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis	0.2129439	0.1804696	0	0.1778410	1	2.1247949	4.5987508
wavelet.HLH_glcm_DifferenceAverage	0.2566230	0.1283222	0	0.2391226	1	1.7761862	5.4551338
wavelet.HHH_firstorder_RootMeanSquared	0.7815879	0.1032906	0	0.8015007	1	-3.6491017	19.5451207
wavelet.LHL_gldm_DependenceVariance	0.3538225	0.2104678	0	0.3097211	1	0.5354665	-0.3600384

table20 %>% save_kable('tables/table20.pdf')

Clustering mixed data with VarCellCM

With wrapper variable selection

First I will generate a model based clustering model using the MRMR filtered radiomics dataset with the added clinical variables and scaling done in previous points. I generate the model using VarSelCluster function from VarSelCM package, using variable selection. I display main discriminative variables given the model adjustment and clusters in 3D scatter plot using principal components as main axes for the representation. I also display the uncertainty probability for each cluster.

# I adjust VarSelCluster model with variables selection for this first
# approach and using BIC criteria to estimate the optimal number of clusters
set.seed(12345)
res_varsel_select <- VarSelCluster(x = lung_data_filtered_scaled_radiomics,
                          gvals = 2:10, 
                          nbcores = 4, 
                          vbleSelec = TRUE,  
                          crit.varsel = "BIC")

# I check the resulting model summary
summary(res_varsel_select)

## Model:
##    Number of components: 10 
##    Model selection has been performed according to the BIC  criterion 
##    Variable selection has been performed, 28  ( 84.85 % ) of the variables are relevant for clustering 
## 

res_varsel_select@model@names.relevant

##  [1] "original_shape_VoxelVolume"                             
##  [2] "wavelet.HHL_glcm_ClusterProminence"                     
##  [3] "log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis"
##  [4] "log.sigma.2.0.mm.3D_glcm_Autocorrelation"               
##  [5] "log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis"
##  [6] "wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis"       
##  [7] "wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis"  
##  [8] "wavelet.HHH_glszm_GrayLevelNonUniformity"               
##  [9] "wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis"         
## [10] "wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis"   
## [11] "wavelet.HHH_glcm_ClusterProminence"                     
## [12] "wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis"         
## [13] "wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis"       
## [14] "wavelet.LLL_glcm_ClusterProminence"                     
## [15] "wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis"        
## [16] "wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis"   
## [17] "wavelet.HHH_glrlm_GrayLevelVariance"                    
## [18] "log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis" 
## [19] "wavelet.LHH_glszm_GrayLevelNonUniformity"               
## [20] "wavelet.LHH_firstorder_Skewness"                        
## [21] "wavelet.HHH_glszm_GrayLevelNonUniformityNormalized"     
## [22] "wavelet.LHH_glcm_Imc1"                                  
## [23] "log.sigma.5.0.mm.3D_firstorder_Kurtosis"                
## [24] "log.sigma.5.0.mm.3D_firstorder_90Percentile"            
## [25] "wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis"        
## [26] "wavelet.HLH_glcm_DifferenceAverage"                     
## [27] "wavelet.HHH_firstorder_RootMeanSquared"                 
## [28] "wavelet.LHL_gldm_DependenceVariance"

res_varsel_select@model@names.irrelevant

## [1] "age"                                                      
## [2] "log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized"
## [3] "wavelet.HHH_glcm_Imc1"                                    
## [4] "original_glcm_Imc1"                                       
## [5] "gender"

# I check the discriminative power of the variables 
tiff(filename = "figures/Fig22.tiff", width = 250, height = 150, units = "mm", res = 300)
plot(res_varsel_select)
fig <- dev.off()
plot(res_varsel_select)

# I check fit for main discriminative variables
tiff(filename = "figures/Fig22.1.tiff", width = 200, height = 800, units = "mm", res = 300)
plot(res_varsel_select, y="original_shape_VoxelVolume", type="cdf")
plot(res_varsel_select, y="wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis", type="cdf")
plot(res_varsel_select, y="wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis", type="cdf")
fig <- dev.off()
plot(res_varsel_select, y="original_shape_VoxelVolume", type="cdf")

plot(res_varsel_select, y="wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis", type="cdf")

plot(res_varsel_select, y="wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis", type="cdf")

# I build q data frame including partitions, variables used in the model and other variables of interest
lung_data_res_varsel <- lung_data_filtered_scaled_radiomics %>% 
                              cbind(lung_data_no_out %>% dplyr::select(Histology,
                                                                Survival.time,
                                                                deadstatus.event,
                                                                Manufacturer,
                                                                Overall.Stage,
                                                                clinical.T.Stage,
                                                                Clinical.N.Stage),
                                    partition = as.factor(res_varsel_select@partitions@zMAP))

# I build a data frame with principal components for radiomic variables to ease visualisation of results
pc_radiomics <- prcomp(lung_data_filtered_scaled_radiomics %>% keep(is.numeric), scale = TRUE)
pc_rad <- pc_radiomics$x[,1:3]
pc_df <- as.data.frame(pc_rad %>% cbind(partition = as.factor(res_varsel_select@partitions@zMAP)))

# I generate a representation of the clusters using the main discriminative variables to define the axes
# (screencapture saved as figure 23)
plot_ly(pc_df, x=~PC1, y=~PC2,
        z=~PC3, color=~as.factor(partition)) %>%
        add_markers(size=1.5)%>%
        layout(
          scene = list(
            xaxis = list(size = 0.5),
            yaxis = list(size = 0.5),
            zaxis = list(size = 0.5)))

# I calculate a distance metric to be able to measure Silhouette Coefficient:
gower_dist <- daisy(lung_data_filtered_scaled_radiomics,
                    metric = "gower")
sil <- silhouette(res_varsel_select@partitions@zMAP, gower_dist)
summary(sil)

## Silhouette of 377 units in 10 clusters from silhouette.default(x = res_varsel_select@partitions@zMAP, dist = gower_dist) :
##  Cluster sizes and average silhouette widths:
##           36           50           53           37           13           64 
##  0.142042280  0.135047294  0.090876392  0.094163903  0.037173773  0.108424559 
##           20           30           33           41 
## -0.038858670  0.008651534  0.125917927  0.014436926 
## Individual silhouette widths:
##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
## -0.233547  0.008689  0.089835  0.084399  0.163296  0.310344

tiff(filename = "figures/Fig23.1.tiff", width = 200, height = 150, units = "mm", res = 300)
plot(sil)
fig <- dev.off()
plot(sil)

# I display a summary of the probabilities of missclassification for each cluster
tiff(filename = "figures/Fig24.tiff", width = 200, height = 300, units = "mm", res = 300)
plot(res_varsel_select, type="probs-class")
fig <- dev.off()
plot(res_varsel_select, type="probs-class")

(crosstab<- crosstable(lung_data_res_varsel %>% dplyr::select(.,-c(deadstatus.event,Survival.time)), showNA = FALSE, 
           by = partition) %>% flextable()%>% autofit())

Then I want to evaluate possible relationship between clusters generated and histology class.

# I generate a cross table to check distribution of histology classes with partitions
table_hist_clust_res_varsel <- table(lung_data_res_varsel$Histology,lung_data_res_varsel$partition)
addmargins(prop.table(table_hist_clust_res_varsel)) %>% round(3) %>% kable(full_with = FALSE) %>% kable_classic_2()

	1	2	3	4	5	6	7	8	9	10	Sum
adenocarcinoma	0.021	0.016	0.011	0.013	0.008	0.027	0.003	0.013	0.008	0.016	0.135
large cell	0.016	0.034	0.042	0.037	0.003	0.048	0.019	0.029	0.024	0.050	0.302
nos	0.019	0.019	0.027	0.024	0.003	0.011	0.013	0.019	0.021	0.008	0.162
squamous cell carcinoma	0.040	0.064	0.061	0.024	0.021	0.085	0.019	0.019	0.034	0.034	0.401
Sum	0.095	0.133	0.141	0.098	0.034	0.170	0.053	0.080	0.088	0.109	1.000

# I display distribution of histology class within different clusters
ggplot(lung_data_res_varsel,aes(partition, fill = Histology)) + 
  geom_bar(position = 'fill',alpha = .5) +
  coord_flip()+
  theme_bw() 

ggsave("figures/Fig25.tiff",width = 100, height = 50, device="tiff", dpi=300, units = "mm", scale = 1)


# I continue with a correspondence analysis and generate an assymetric representation using 
# columns (clusters) repsented with the principal coordinates and histology classes
# represented with standard coordinates
ca.res_varsel <- ca(table_hist_clust_res_varsel)
tiff(filename = "figures/Fig26.tiff", width = 200, height = 200, units = "mm", res = 300)
plot(ca.res_varsel, map= "colprincipal") 
fig <- dev.off()
plot(ca.res_varsel, map= "colprincipal") 

# From CA analisis I get number of clusters with the greatest inertias to further compare cluster characteristics
clust_top_inertias <- data.frame(clust = ca.res_varsel$colnames, inertia = get_ca_col(ca.res_varsel)$inertia) %>% arrange(desc(inertia)) %>% top_n(2)

# After evaluating main clusters associated with different histology classes we can focus our analysis in 
# describing differences between these clusters:
lung_data_res_varsel_selected <- lung_data_res_varsel %>% filter(partition %in% clust_top_inertias$clust) %>% droplevels()
lung_data_res_varsel_selected_table <- table(lung_data_res_varsel_selected$Histology,lung_data_res_varsel_selected$partition)


# I evaluate agreement using adjusted rand index (ARI) coefficient
cat('ARI (Histology class, Partitions):',ARI(lung_data_res_varsel_selected$Histology,lung_data_res_varsel_selected$partition))

## ARI (Histology class, Partitions): 0.02430256

# And I generate a cross table focusing on these clusters
(crosstab1<- crosstable(lung_data_res_varsel_selected %>% select(.,-c(deadstatus.event,Survival.time)), 
           by = partition, test = TRUE)) 

## # A tibble: 147 × 6
##    .id                        label                   variable `6`   `10`  test 
##    <chr>                      <chr>                   <chr>    <chr> <chr> <chr>
##  1 gender                     gender                  female   22 (… 13 (… "p v…
##  2 gender                     gender                  male     42 (… 28 (… "p v…
##  3 age                        age                     Min / M… 0.2 … 0.2 … "p v…
##  4 age                        age                     Med [IQ… 0.6 … 0.6 … "p v…
##  5 age                        age                     Mean (s… 0.6 … 0.6 … "p v…
##  6 age                        age                     N (NA)   64 (… 41 (… "p v…
##  7 original_shape_VoxelVolume original_shape_VoxelVo… Min / M… 0.3 … 0.5 … "p v…
##  8 original_shape_VoxelVolume original_shape_VoxelVo… Med [IQ… 0.5 … 0.7 … "p v…
##  9 original_shape_VoxelVolume original_shape_VoxelVo… Mean (s… 0.5 … 0.7 … "p v…
## 10 original_shape_VoxelVolume original_shape_VoxelVo… N (NA)   64 (… 41 (… "p v…
## # … with 137 more rows

 (table23 <- crosstab1 %>% separate(test,
            into = c('pvalue', 
                    'test'),
            sep = "\n") %>% 
            separate(pvalue,
            into = c('string', 
                    'pval'),
            sep = ":",
            convert = TRUE) %>% 
            arrange(pval) %>% 
            filter(variable != 'Med [IQR]',
                   variable != 'N (NA)',
                   variable != 'Min / Max') %>% 
            dplyr::select(.,-c(string,.id)) %>% kable(full_with = FALSE) %>% kable_classic_2())

label	variable	6	10	pval	test
original_shape_VoxelVolume	Mean (std)	0.5 (0.1)	0.7 (0.1)	<0.0001	(Two Sample t-test)
wavelet.HHL_glcm_ClusterProminence	Mean (std)	0.03 (0.02)	0.2 (0.1)	<0.0001	(Wilcoxon rank sum test)
log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis	Mean (std)	0.1 (0.1)	0.3 (0.2)	<0.0001	(Wilcoxon rank sum test)
log.sigma.2.0.mm.3D_glcm_Autocorrelation	Mean (std)	0.2 (0.1)	0.3 (0.1)	<0.0001	(Two Sample t-test)
wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis	Mean (std)	0.5 (0.1)	0.6 (0.1)	<0.0001	(Two Sample t-test)
wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis	Mean (std)	0.01 (0.006)	0.1 (0.04)	<0.0001	(Wilcoxon rank sum test)
wavelet.HHH_glszm_GrayLevelNonUniformity	Mean (std)	0.02 (0.01)	0.2 (0.2)	<0.0001	(Wilcoxon rank sum test)
wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.4 (0.1)	<0.0001	(Two Sample t-test)
wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis	Mean (std)	0.1 (0.04)	0.02 (0.01)	<0.0001	(Wilcoxon rank sum test)
wavelet.HHH_glcm_ClusterProminence	Mean (std)	0.1 (0.03)	0.1 (0.04)	<0.0001	(Wilcoxon rank sum test)
wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.3 (0.1)	<0.0001	(Two Sample t-test)
wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis	Mean (std)	0.5 (0.1)	0.6 (0.1)	<0.0001	(Two Sample t-test)
wavelet.LLL_glcm_ClusterProminence	Mean (std)	0.6 (0.1)	0.7 (0.1)	<0.0001	(Wilcoxon rank sum test)
wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.03 (0.01)	<0.0001	(Wilcoxon rank sum test)
wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.1 (0.03)	<0.0001	(Wilcoxon rank sum test)
wavelet.HHH_glrlm_GrayLevelVariance	Mean (std)	0.02 (1e-04)	0.2 (0.1)	<0.0001	(Wilcoxon rank sum test)
wavelet.HHH_glcm_Imc1	Mean (std)	0.8 (0.1)	0.7 (0.1)	<0.0001	(Wilcoxon rank sum test)
log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.4 (0.1)	<0.0001	(Two Sample t-test)
wavelet.LHH_glszm_GrayLevelNonUniformity	Mean (std)	0.1 (0.1)	0.4 (0.2)	<0.0001	(Wilcoxon rank sum test)
wavelet.HHH_glszm_GrayLevelNonUniformityNormalized	Mean (std)	0.6 (0.1)	0.3 (0.1)	<0.0001	(Wilcoxon rank sum test)
log.sigma.5.0.mm.3D_firstorder_Kurtosis	Mean (std)	0.1 (0.04)	0.2 (0.1)	<0.0001	(Wilcoxon rank sum test)
log.sigma.5.0.mm.3D_firstorder_90Percentile	Mean (std)	0.8 (0.1)	0.9 (0.03)	<0.0001	(Wilcoxon rank sum test)
wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.3 (0.2)	0.1 (0.1)	<0.0001	(Wilcoxon rank sum test)
wavelet.HLH_glcm_DifferenceAverage	Mean (std)	0.1 (0.04)	0.4 (0.1)	<0.0001	(Wilcoxon rank sum test)
wavelet.HHH_firstorder_RootMeanSquared	Mean (std)	0.8 (0.05)	0.8 (0.04)	<0.0001	(Wilcoxon rank sum test)
Manufacturer	CMS Inc.	4 (21.05%)	15 (78.95%)	0.0001	(Pearson’s Chi-squared test)
Manufacturer	SIEMENS	60 (69.77%)	26 (30.23%)	0.0001	(Pearson’s Chi-squared test)
wavelet.LHL_gldm_DependenceVariance	Mean (std)	0.4 (0.2)	0.3 (0.2)	0.0002	(Wilcoxon rank sum test)
clinical.T.Stage	1	11 (91.67%)	1 (8.33%)	0.0017	(Fisher’s Exact Test for Count Data)
clinical.T.Stage	2	35 (68.63%)	16 (31.37%)	0.0017	(Fisher’s Exact Test for Count Data)
clinical.T.Stage	3	6 (66.67%)	3 (33.33%)	0.0017	(Fisher’s Exact Test for Count Data)
clinical.T.Stage	4	12 (36.36%)	21 (63.64%)	0.0017	(Fisher’s Exact Test for Count Data)
wavelet.LHH_glcm_Imc1	Mean (std)	0.6 (0.1)	0.7 (0.1)	0.0035	(Wilcoxon rank sum test)
wavelet.LHH_firstorder_Skewness	Mean (std)	0.5 (0.1)	0.5 (0.05)	0.0077	(Wilcoxon rank sum test)
log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.03 (0.02)	0.03 (0.02)	0.0292	(Wilcoxon rank sum test)
Overall.Stage	I	11 (78.57%)	3 (21.43%)	0.1191	(Fisher’s Exact Test for Count Data)
Overall.Stage	II	4 (80.00%)	1 (20.00%)	0.1191	(Fisher’s Exact Test for Count Data)
Overall.Stage	IIIa	26 (66.67%)	13 (33.33%)	0.1191	(Fisher’s Exact Test for Count Data)
Overall.Stage	IIIb	23 (48.94%)	24 (51.06%)	0.1191	(Fisher’s Exact Test for Count Data)
Histology	adenocarcinoma	10 (62.50%)	6 (37.50%)	0.2150	(Fisher’s Exact Test for Count Data)
Histology	large cell	18 (48.65%)	19 (51.35%)	0.2150	(Fisher’s Exact Test for Count Data)
Histology	nos	4 (57.14%)	3 (42.86%)	0.2150	(Fisher’s Exact Test for Count Data)
Histology	squamous cell carcinoma	32 (71.11%)	13 (28.89%)	0.2150	(Fisher’s Exact Test for Count Data)
age	Mean (std)	0.6 (0.2)	0.6 (0.1)	0.2274	(Two Sample t-test)
log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized	Mean (std)	0.4 (0.1)	0.4 (0.2)	0.5356	(Two Sample t-test)
original_glcm_Imc1	Mean (std)	0.6 (0.1)	0.6 (0.1)	0.5677	(Wilcoxon rank sum test)
gender	female	22 (62.86%)	13 (37.14%)	0.7773	(Pearson’s Chi-squared test)
gender	male	42 (60.00%)	28 (40.00%)	0.7773	(Pearson’s Chi-squared test)
Clinical.N.Stage	0	15 (65.22%)	8 (34.78%)	0.8191	(Pearson’s Chi-squared test)
Clinical.N.Stage	1_2	32 (58.18%)	23 (41.82%)	0.8191	(Pearson’s Chi-squared test)
Clinical.N.Stage	3	17 (62.96%)	10 (37.04%)	0.8191	(Pearson’s Chi-squared test)

 table23 %>% save_kable("tables/table23.png")

I evaluate relationship with Overall stage variable:

# I generate a cross table to check distribution of histology classes with partitions
table_stage_clust_res_varsel <- table(lung_data_res_varsel$Overall.Stage,lung_data_res_varsel$partition)
addmargins(prop.table(table_stage_clust_res_varsel)) %>% round(3) %>% kable(full_with = FALSE) %>% kable_classic_2()

	1	2	3	4	5	6	7	8	9	10	Sum
I	0.019	0.005	0.016	0.037	0.011	0.029	0.011	0.016	0.021	0.008	0.172
II	0.011	0.019	0.024	0.008	0.011	0.011	0.003	0.000	0.013	0.003	0.101
IIIa	0.034	0.027	0.042	0.027	0.005	0.069	0.016	0.021	0.011	0.034	0.286
IIIb	0.032	0.082	0.058	0.027	0.008	0.061	0.024	0.042	0.042	0.064	0.440
Sum	0.095	0.133	0.141	0.098	0.034	0.170	0.053	0.080	0.088	0.109	1.000

# I display distribution of histology class within different clusters
ggplot(lung_data_res_varsel,aes(partition, fill = Overall.Stage)) + 
  geom_bar(position = 'fill',alpha = .5) +
  coord_flip()+
  theme_bw() 

ggsave("figures/Fig31.1.tiff",width = 100, height = 50, device="tiff", dpi=300, units = "mm", scale = 1)


# I continue with a correspondence analysis and generate an assymetric representation using 
# columns (clusters) repsented with the principal coordinates and histology classes
# represented with standard coordinates
ca.res_varsel_stage <- ca(table_stage_clust_res_varsel)
tiff(filename = "figures/Fig32.1.tiff", width = 200, height = 200, units = "mm", res = 300)
plot(ca.res_varsel_stage, map= "colprincipal") 
fig <- dev.off()
plot(ca.res_varsel_stage, map= "colprincipal") 

# From CA analisis I get number of clusters with the greatest inertias to further compare cluster characteristics
clust_top_inertias_stage <- data.frame(clust = ca.res_varsel_stage$colnames, inertia = get_ca_col(ca.res_varsel_stage)$inertia) %>% arrange(desc(inertia)) %>% top_n(2)

# After evaluating main clusters associated with different histology classes we can focus our analysis in 
# describing differences between these clusters:
lung_data_res_varsel_selected_stage <- lung_data_res_varsel %>% filter(partition %in% clust_top_inertias_stage$clust) %>% droplevels()
lung_data_res_varsel_selected_table_stage <- table(lung_data_res_varsel_selected$Overall.Stage,lung_data_res_varsel_selected$partition)

# I evaluate agreement using adjusted rand index (ARI) coefficient
cat('ARI (Histology class, Partitions):',ARI(lung_data_res_varsel_selected_stage$Overall.Stage,lung_data_res_varsel_selected_stage$partition))

## ARI (Histology class, Partitions): 0.1299822

# And I generate a cross table focusing on these clusters
crosstab1.1<- crosstable(lung_data_res_varsel_selected_stage %>% select(.,-c(deadstatus.event,Survival.time)), 
           by = partition, test = TRUE)

 (table23.1 <- crosstab1.1 %>% separate(test,
            into = c('pvalue', 
                    'test'),
            sep = "\n") %>% 
            separate(pvalue,
            into = c('string', 
                    'pval'),
            sep = ":",
            convert = TRUE) %>% 
            arrange(pval) %>% 
            filter(variable != 'Med [IQR]',
                   variable != 'N (NA)',
                   variable != 'Min / Max') %>% 
            dplyr::select(.,-c(string,.id)) %>% kable(full_with = FALSE) %>% kable_classic_2())

label	variable	2	4	pval	test
original_shape_VoxelVolume	Mean (std)	0.8 (0.1)	0.4 (0.1)	<0.0001	(Two Sample t-test)
wavelet.HHL_glcm_ClusterProminence	Mean (std)	0.02 (0.01)	0.1 (0.1)	<0.0001	(Wilcoxon rank sum test)
log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis	Mean (std)	0.5 (0.2)	0.1 (0.1)	<0.0001	(Wilcoxon rank sum test)
wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis	Mean (std)	0.8 (0.1)	0.4 (0.1)	<0.0001	(Two Sample t-test)
wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis	Mean (std)	0.01 (0.006)	0.1 (0.03)	<0.0001	(Welch Two Sample t-test)
wavelet.HHH_glszm_GrayLevelNonUniformity	Mean (std)	0.04 (0.03)	0.01 (0.01)	<0.0001	(Wilcoxon rank sum test)
wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.4 (0.1)	0.2 (0.1)	<0.0001	(Two Sample t-test)
wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis	Mean (std)	0.02 (0.01)	0.1 (0.04)	<0.0001	(Wilcoxon rank sum test)
wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.4 (0.1)	0.2 (0.1)	<0.0001	(Welch Two Sample t-test)
wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis	Mean (std)	0.8 (0.1)	0.5 (0.1)	<0.0001	(Two Sample t-test)
wavelet.LLL_glcm_ClusterProminence	Mean (std)	0.5 (0.2)	0.6 (0.1)	<0.0001	(Welch Two Sample t-test)
wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis	Mean (std)	0.1 (0.02)	0.2 (0.1)	<0.0001	(Wilcoxon rank sum test)
log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.5 (0.1)	0.2 (0.1)	<0.0001	(Welch Two Sample t-test)
wavelet.LHH_glszm_GrayLevelNonUniformity	Mean (std)	0.2 (0.1)	0.1 (0.05)	<0.0001	(Wilcoxon rank sum test)
wavelet.HHH_glszm_GrayLevelNonUniformityNormalized	Mean (std)	0.6 (0.1)	0.3 (0.2)	<0.0001	(Wilcoxon rank sum test)
wavelet.LHH_glcm_Imc1	Mean (std)	0.8 (0.1)	0.7 (0.1)	<0.0001	(Wilcoxon rank sum test)
log.sigma.5.0.mm.3D_firstorder_Kurtosis	Mean (std)	0.1 (0.1)	0.05 (0.03)	<0.0001	(Wilcoxon rank sum test)
wavelet.HLH_glcm_DifferenceAverage	Mean (std)	0.2 (0.04)	0.3 (0.1)	<0.0001	(Wilcoxon rank sum test)
wavelet.LHL_gldm_DependenceVariance	Mean (std)	0.5 (0.2)	0.3 (0.2)	<0.0001	(Wilcoxon rank sum test)
clinical.T.Stage	1	0 (0%)	15 (100.00%)	<0.0001	(Pearson’s Chi-squared test)
clinical.T.Stage	2	14 (46.67%)	16 (53.33%)	<0.0001	(Pearson’s Chi-squared test)
clinical.T.Stage	3	13 (81.25%)	3 (18.75%)	<0.0001	(Pearson’s Chi-squared test)
clinical.T.Stage	4	23 (88.46%)	3 (11.54%)	<0.0001	(Pearson’s Chi-squared test)
Overall.Stage	I	2 (12.50%)	14 (87.50%)	0.0001	(Fisher’s Exact Test for Count Data)
Overall.Stage	II	7 (70.00%)	3 (30.00%)	0.0001	(Fisher’s Exact Test for Count Data)
Overall.Stage	IIIa	10 (50.00%)	10 (50.00%)	0.0001	(Fisher’s Exact Test for Count Data)
Overall.Stage	IIIb	31 (75.61%)	10 (24.39%)	0.0001	(Fisher’s Exact Test for Count Data)
wavelet.HHH_glrlm_GrayLevelVariance	Mean (std)	0.02 (4e-04)	0.1 (0.05)	0.0011	(Wilcoxon rank sum test)
original_glcm_Imc1	Mean (std)	0.6 (0.1)	0.7 (0.1)	0.0016	(Two Sample t-test)
log.sigma.5.0.mm.3D_firstorder_90Percentile	Mean (std)	0.9 (0.01)	0.8 (0.1)	0.0071	(Welch Two Sample t-test)
gender	female	13 (39.39%)	20 (60.61%)	0.0077	(Pearson’s Chi-squared test)
gender	male	37 (68.52%)	17 (31.48%)	0.0077	(Pearson’s Chi-squared test)
wavelet.LHH_firstorder_Skewness	Mean (std)	0.5 (0.1)	0.5 (0.1)	0.0134	(Wilcoxon rank sum test)
log.sigma.2.0.mm.3D_glcm_Autocorrelation	Mean (std)	0.2 (0.1)	0.2 (0.1)	0.0226	(Two Sample t-test)
Manufacturer	CMS Inc.	5 (35.71%)	9 (64.29%)	0.0722	(Pearson’s Chi-squared test)
Manufacturer	SIEMENS	45 (61.64%)	28 (38.36%)	0.0722	(Pearson’s Chi-squared test)
wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.1 (0.04)	0.1 (0.03)	0.1084	(Wilcoxon rank sum test)
wavelet.HHH_glcm_Imc1	Mean (std)	0.8 (0.1)	0.8 (0.2)	0.1084	(Wilcoxon rank sum test)
age	Mean (std)	0.6 (0.2)	0.6 (0.2)	0.1103	(Wilcoxon rank sum test)
Histology	adenocarcinoma	6 (54.55%)	5 (45.45%)	0.1386	(Fisher’s Exact Test for Count Data)
Histology	large cell	13 (48.15%)	14 (51.85%)	0.1386	(Fisher’s Exact Test for Count Data)
Histology	nos	7 (43.75%)	9 (56.25%)	0.1386	(Fisher’s Exact Test for Count Data)
Histology	squamous cell carcinoma	24 (72.73%)	9 (27.27%)	0.1386	(Fisher’s Exact Test for Count Data)
wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.2 (0.2)	0.1421	(Wilcoxon rank sum test)
wavelet.HHH_firstorder_RootMeanSquared	Mean (std)	0.8 (0.02)	0.8 (0.1)	0.2327	(Wilcoxon rank sum test)
log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.03 (0.02)	0.1 (0.1)	0.2871	(Wilcoxon rank sum test)
wavelet.HHH_glcm_ClusterProminence	Mean (std)	0.1 (0.03)	0.1 (0.03)	0.3235	(Wilcoxon rank sum test)
Clinical.N.Stage	0	16 (48.48%)	17 (51.52%)	0.4154	(Pearson’s Chi-squared test)
Clinical.N.Stage	1_2	22 (62.86%)	13 (37.14%)	0.4154	(Pearson’s Chi-squared test)
Clinical.N.Stage	3	12 (63.16%)	7 (36.84%)	0.4154	(Pearson’s Chi-squared test)
log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized	Mean (std)	0.5 (0.1)	0.5 (0.2)	0.7863	(Two Sample t-test)

 table23.1 %>% save_kable("tables/table23.1.png")

Finally I want to analyze survival probabilities among different clusters.

# I generate a specific dataframe including survival, dead status event and partition variables
df_surv_res_varsel <- data.frame(Survival.time = lung_data_no_out$Survival.time, 
                                  deadstatus.event = lung_data_no_out$deadstatus.event,
                         partition = res_varsel_select@partitions@zMAP)

# I create a survival object, and use it as response variable 
# to create Kaplan-Meier survival curves for each cluster
sfit_res_varsel <- survfit(Surv(Survival.time, as.numeric(deadstatus.event)) ~ partition, 
                            data = df_surv_res_varsel)

# I plot survival curve including confidence intervals for each curve and 
# p value result from log-rank test to evaluate difference in survival between groups
tiff(filename = "figures/Fig27.tiff", width = 300, height = 200, units = "mm", res = 300)
(surv <- ggsurvplot(sfit_res_varsel, 
           surv.median.line = 'hv',
           pval=TRUE, 
           risk.table='percentage',
           surv.plot.height = 0.7,
           tables.height = 0.3))
fig <- dev.off()
(surv <- ggsurvplot(sfit_res_varsel, 
           surv.median.line = 'hv',
           pval=TRUE, 
           risk.table='percentage',
           surv.plot.height = 0.7,
           tables.height = 0.3))

# I select clusters with minimum and maximum median survival to compare
min_max_surv <- surv_median(sfit_res_varsel) %>% 
  filter(median == min(median) | median == max(median)) %>% 
  select(strata) %>% 
  separate(strata,
            into = c('string', 
                    'partition_num'),
            sep = "=",
            convert = TRUE) 
min_max_surv$partition_num

## [1] 7 9

# I repeat log-rank test comparing only the two most extreme median survival groups 
surv_pvalue(
  survfit(Surv(Survival.time, as.numeric(deadstatus.event)) ~ partition, 
          data = df_surv_res_varsel %>% filter(partition %in% min_max_surv$partition_num)),
  method = "survdiff",
  test.for.trend = FALSE,
  combine = FALSE
)

##    variable      pval   method  pval.txt
## 1 partition 0.0333741 Log-rank p = 0.033

# And describe composition and difference for the clusters with most extreme results on survival analisis
crosstab2<- crosstable(lung_data_res_varsel %>% filter(partition %in% min_max_surv$partition_num) %>% select(.,-c(deadstatus.event,Survival.time)) %>% droplevels(), 
           by = partition, test = TRUE)

 (table24 <- crosstab2 %>% separate(test,
            into = c('pvalue', 
                    'test'),
            sep = "\n") %>% 
            separate(pvalue,
            into = c('string', 
                    'pval'),
            sep = ":",
            convert = TRUE) %>% 
            arrange(pval) %>% 
            filter(variable != 'Med [IQR]',
                   variable != 'N (NA)',
                   variable != 'Min / Max') %>% 
            dplyr::select(.,-c(string,.id)) %>% kable(full_with = FALSE) %>% kable_classic_2())

label	variable	7	9	pval	test
original_shape_VoxelVolume	Mean (std)	0.3 (0.1)	0.8 (0.1)	<0.0001	(Welch Two Sample t-test)
wavelet.HHL_glcm_ClusterProminence	Mean (std)	0.3 (0.2)	0.1 (0.04)	<0.0001	(Welch Two Sample t-test)
log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis	Mean (std)	0.03 (0.1)	0.4 (0.1)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis	Mean (std)	0.2 (0.2)	0.8 (0.1)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.HHH_glszm_GrayLevelNonUniformity	Mean (std)	0.03 (0.04)	0.1 (0.1)	<0.0001	(Wilcoxon rank sum test)
wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.3 (0.1)	0.5 (0.1)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis	Mean (std)	0.1 (0.1)	0.01 (0.006)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.HHH_glcm_ClusterProminence	Mean (std)	0.1 (0.1)	0.04 (0.03)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.4 (0.1)	<0.0001	(Two Sample t-test)
wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis	Mean (std)	0.3 (0.1)	0.8 (0.1)	<0.0001	(Welch Two Sample t-test)
wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.1 (0.1)	0.03 (0.02)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis	Mean (std)	0.3 (0.2)	0.04 (0.02)	<0.0001	(Wilcoxon rank sum exact test)
log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.5 (0.1)	<0.0001	(Two Sample t-test)
wavelet.LHH_glszm_GrayLevelNonUniformity	Mean (std)	0.1 (0.04)	0.4 (0.1)	<0.0001	(Wilcoxon rank sum exact test)
log.sigma.5.0.mm.3D_firstorder_Kurtosis	Mean (std)	0.04 (0.04)	0.2 (0.1)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.1 (0.02)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.HLH_glcm_DifferenceAverage	Mean (std)	0.5 (0.2)	0.3 (0.04)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.LHL_gldm_DependenceVariance	Mean (std)	0.2 (0.2)	0.4 (0.2)	<0.0001	(Wilcoxon rank sum exact test)
clinical.T.Stage	1	9 (100.00%)	0 (0%)	<0.0001	(Fisher’s Exact Test for Count Data)
clinical.T.Stage	2	2 (10.53%)	17 (89.47%)	<0.0001	(Fisher’s Exact Test for Count Data)
clinical.T.Stage	3	4 (44.44%)	5 (55.56%)	<0.0001	(Fisher’s Exact Test for Count Data)
clinical.T.Stage	4	5 (31.25%)	11 (68.75%)	<0.0001	(Fisher’s Exact Test for Count Data)
wavelet.LHH_glcm_Imc1	Mean (std)	0.5 (0.2)	0.7 (0.1)	0.0001	(Welch Two Sample t-test)
log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.1 (0.03)	0.03 (0.03)	0.0003	(Wilcoxon rank sum exact test)
wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis	Mean (std)	0.1 (0.1)	0.1 (0.03)	0.0005	(Welch Two Sample t-test)
wavelet.HHH_glcm_Imc1	Mean (std)	0.7 (0.2)	0.6 (0.2)	0.0029	(Wilcoxon rank sum exact test)
wavelet.HHH_glrlm_GrayLevelVariance	Mean (std)	0.3 (0.3)	0.1 (0.02)	0.0037	(Wilcoxon rank sum exact test)
log.sigma.2.0.mm.3D_glcm_Autocorrelation	Mean (std)	0.2 (0.1)	0.3 (0.1)	0.0571	(Wilcoxon rank sum exact test)
log.sigma.5.0.mm.3D_firstorder_90Percentile	Mean (std)	0.8 (0.2)	0.9 (0.03)	0.0796	(Wilcoxon rank sum exact test)
wavelet.LLL_glcm_ClusterProminence	Mean (std)	0.7 (0.2)	0.7 (0.1)	0.1009	(Wilcoxon rank sum exact test)
wavelet.HHH_glszm_GrayLevelNonUniformityNormalized	Mean (std)	0.3 (0.2)	0.2 (0.1)	0.1145	(Wilcoxon rank sum test)
wavelet.HHH_firstorder_RootMeanSquared	Mean (std)	0.7 (0.2)	0.8 (0.03)	0.1457	(Wilcoxon rank sum exact test)
Clinical.N.Stage	0	7 (26.92%)	19 (73.08%)	0.2409	(Fisher’s Exact Test for Count Data)
Clinical.N.Stage	1_2	7 (43.75%)	9 (56.25%)	0.2409	(Fisher’s Exact Test for Count Data)
Clinical.N.Stage	3	6 (54.55%)	5 (45.45%)	0.2409	(Fisher’s Exact Test for Count Data)
log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized	Mean (std)	0.5 (0.2)	0.4 (0.2)	0.2533	(Two Sample t-test)
Manufacturer	CMS Inc.	6 (30.00%)	14 (70.00%)	0.3657	(Pearson’s Chi-squared test)
Manufacturer	SIEMENS	14 (42.42%)	19 (57.58%)	0.3657	(Pearson’s Chi-squared test)
wavelet.LHH_firstorder_Skewness	Mean (std)	0.5 (0.2)	0.5 (0.05)	0.3768	(Wilcoxon rank sum exact test)
Overall.Stage	I	4 (33.33%)	8 (66.67%)	0.3921	(Fisher’s Exact Test for Count Data)
Overall.Stage	II	1 (16.67%)	5 (83.33%)	0.3921	(Fisher’s Exact Test for Count Data)
Overall.Stage	IIIa	6 (60.00%)	4 (40.00%)	0.3921	(Fisher’s Exact Test for Count Data)
Overall.Stage	IIIb	9 (36.00%)	16 (64.00%)	0.3921	(Fisher’s Exact Test for Count Data)
original_glcm_Imc1	Mean (std)	0.6 (0.1)	0.6 (0.1)	0.4544	(Two Sample t-test)
age	Mean (std)	0.6 (0.2)	0.6 (0.2)	0.4649	(Two Sample t-test)
gender	female	7 (43.75%)	9 (56.25%)	0.5525	(Pearson’s Chi-squared test)
gender	male	13 (35.14%)	24 (64.86%)	0.5525	(Pearson’s Chi-squared test)
Histology	adenocarcinoma	1 (25.00%)	3 (75.00%)	0.9506	(Fisher’s Exact Test for Count Data)
Histology	large cell	7 (43.75%)	9 (56.25%)	0.9506	(Fisher’s Exact Test for Count Data)
Histology	nos	5 (38.46%)	8 (61.54%)	0.9506	(Fisher’s Exact Test for Count Data)
Histology	squamous cell carcinoma	7 (35.00%)	13 (65.00%)	0.9506	(Fisher’s Exact Test for Count Data)

 table24 %>% save_kable("tables/table24.png")

Without additional variable selection

I generate the model:

# I adjust VarSelCluster model without variables selection for this second
# approach and using BIC criteria to estimate the optimal number of clusters
set.seed(12345)
res_varsel <- VarSelCluster(x = lung_data_filtered_scaled_radiomics,
                          gvals = 2:10, 
                          nbcores = 4, 
                          vbleSelec = FALSE,  
                          crit.varsel = "BIC")

# I check the resulting model summary
summary(res_varsel)

## Model:
##    Number of components: 10 
##    Model selection has been performed according to the BIC  criterion

res_varsel@model@names.relevant

##  [1] "age"                                                      
##  [2] "original_shape_VoxelVolume"                               
##  [3] "wavelet.HHL_glcm_ClusterProminence"                       
##  [4] "log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis"  
##  [5] "log.sigma.2.0.mm.3D_glcm_Autocorrelation"                 
##  [6] "log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis"  
##  [7] "wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis"         
##  [8] "wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis"    
##  [9] "wavelet.HHH_glszm_GrayLevelNonUniformity"                 
## [10] "wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis"           
## [11] "wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis"     
## [12] "wavelet.HHH_glcm_ClusterProminence"                       
## [13] "wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis"           
## [14] "wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis"         
## [15] "wavelet.LLL_glcm_ClusterProminence"                       
## [16] "wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis"          
## [17] "wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis"     
## [18] "wavelet.HHH_glrlm_GrayLevelVariance"                      
## [19] "log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized"
## [20] "wavelet.HHH_glcm_Imc1"                                    
## [21] "original_glcm_Imc1"                                       
## [22] "log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis"   
## [23] "wavelet.LHH_glszm_GrayLevelNonUniformity"                 
## [24] "wavelet.LHH_firstorder_Skewness"                          
## [25] "wavelet.HHH_glszm_GrayLevelNonUniformityNormalized"       
## [26] "wavelet.LHH_glcm_Imc1"                                    
## [27] "log.sigma.5.0.mm.3D_firstorder_Kurtosis"                  
## [28] "log.sigma.5.0.mm.3D_firstorder_90Percentile"              
## [29] "wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis"          
## [30] "wavelet.HLH_glcm_DifferenceAverage"                       
## [31] "wavelet.HHH_firstorder_RootMeanSquared"                   
## [32] "wavelet.LHL_gldm_DependenceVariance"                      
## [33] "gender"

res_varsel@model@names.irrelevant

## character(0)

# I check the discriminative power of the variables 
tiff(filename = "figures/Fig28.tiff", width = 250, height = 150, units = "mm", res = 300)
plot(res_varsel)
fig <- dev.off()
plot(res_varsel)

# I check fit for main discriminative variables
tiff(filename = "figures/Fig28.1.tiff", width = 200, height = 800, units = "mm", res = 300)
plot(res_varsel, y="original_shape_VoxelVolume", type="cdf")
plot(res_varsel, y="wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis", type="cdf")
plot(res_varsel, y="wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis", type="cdf")
fig <- dev.off()
plot(res_varsel, y="original_shape_VoxelVolume", type="cdf")

plot(res_varsel, y="wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis", type="cdf")

plot(res_varsel, y="wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis", type="cdf")

# I build q data frame including partitions, variables used in the model and other variables of interest
lung_data_res_varsel <- lung_data_filtered_scaled_radiomics %>% 
                              cbind(lung_data_no_out %>% select(Histology,
                                                                Survival.time,
                                                                deadstatus.event,
                                                                Manufacturer,
                                                                Overall.Stage,
                                                                clinical.T.Stage,
                                                                Clinical.N.Stage),
                                    partition = as.factor(res_varsel@partitions@zMAP))


# I build a data frame with principal components for radiomic variables to ease visualisation of results
pc_radiomics <- prcomp(lung_data_filtered_scaled_radiomics %>% keep(is.numeric), scale = TRUE)
pc_rad <- pc_radiomics$x[,1:3]
pc_df <- as.data.frame(pc_rad %>% cbind(partition = as.factor(res_varsel@partitions@zMAP)))

# I generate a representation of the clusters using the main discriminative variables to define the axes
# (screencapture saved as figure 29)
plot_ly(pc_df, x=~PC1, y=~PC2,
        z=~PC3, color=~as.factor(partition)) %>%
        add_markers(size=1.5)%>%
        layout(
          scene = list(
            xaxis = list(size = 0.5),
            yaxis = list(size = 0.5),
            zaxis = list(size = 0.5)))

# I calculate a distance metric to be able to measure Silhouette Coefficient:
gower_dist <- daisy(lung_data_filtered_scaled_radiomics,
                    metric = "gower")
sil <- silhouette(res_varsel@partitions@zMAP, gower_dist)
tiff(filename = "figures/Fig29.1.tiff", width = 200, height = 150, units = "mm", res = 300)
plot(sil)
fig <- dev.off()
plot(sil)

# I display a summary of the probabilities of missclassification for each cluster
tiff(filename = "figures/Fig30.tiff", width = 400, height = 150, units = "mm", res = 300)
plot(res_varsel, type="probs-class")
fig <- dev.off()
plot(res_varsel, type="probs-class")

(crosstab<- crosstable(lung_data_res_varsel %>% dplyr::select(.,-c(deadstatus.event,Survival.time)), showNA = FALSE, 
           by = partition) %>% flextable()%>% autofit())

Then I want to evaluate possible relationship between clusters generated and histology class.

# I generate a cross table to check distribution of histology classes with partitions
table_hist_clust_res_varsel <- table(lung_data_res_varsel$Histology,lung_data_res_varsel$partition)
addmargins(prop.table(table_hist_clust_res_varsel)) %>% round(3) %>% kable(full_with = FALSE) %>% kable_classic_2()

	1	2	3	4	5	6	7	8	9	10	Sum
adenocarcinoma	0.019	0.019	0.013	0.019	0.013	0.011	0.008	0.011	0.011	0.013	0.135
large cell	0.034	0.016	0.042	0.029	0.019	0.037	0.042	0.024	0.032	0.027	0.302
nos	0.008	0.019	0.027	0.013	0.005	0.019	0.011	0.021	0.021	0.019	0.162
squamous cell carcinoma	0.056	0.037	0.016	0.024	0.037	0.066	0.056	0.021	0.034	0.053	0.401
Sum	0.117	0.090	0.098	0.085	0.074	0.133	0.117	0.077	0.098	0.111	1.000

# I display distribution of histology class within different clusters
ggplot(lung_data_res_varsel,aes(partition, fill = Histology)) + 
  geom_bar(position = 'fill',alpha = .5) +
  coord_flip()+
  theme_bw() 

ggsave("figures/Fig31.tiff",width = 100, height = 50, device="tiff", dpi=300, units = "mm", scale = 1)


# I continue with a correspondence analysis and generate an assymetric representation using 
# columns (clusters) repsented with the principal coordinates and histology classes
# represented with standard coordinates
ca.res_varsel <- ca(table_hist_clust_res_varsel)
tiff(filename = "figures/Fig32.tiff", width = 200, height = 200, units = "mm", res = 300)
plot(ca.res_varsel, map= "colprincipal") 
fig <- dev.off()
plot(ca.res_varsel, map= "colprincipal") 

# From CA analisis I get number of clusters with the greatest inertias to further compare cluster characteristics
clust_top_inertias <- data.frame(clust = ca.res_varsel$colnames, inertia = get_ca_col(ca.res_varsel)$inertia) %>% arrange(desc(inertia)) %>% top_n(2)

# After evaluating main clusters associated with different histology classes we can focus our analysis in 
# describing differences between these clusters:
lung_data_res_varsel_selected <- lung_data_res_varsel %>% filter(partition %in% clust_top_inertias$clust) %>% droplevels()
lung_data_res_varsel_selected_table <- table(lung_data_res_varsel_selected$Histology,lung_data_res_varsel_selected$partition)

# I evaluate agreement using adjusted rand index (ARI) coefficient
cat('ARI (Histology class, Partitions):',ARI(lung_data_res_varsel_selected$Histology,lung_data_res_varsel_selected$partition))

## ARI (Histology class, Partitions): 0.05985412

# And I generate a cross table focusing on these clusters
crosstab5<- crosstable(lung_data_res_varsel_selected %>% select(.,-c(deadstatus.event,Survival.time)), 
           by = partition, test = TRUE)

 (table25 <- crosstab5 %>% separate(test,
            into = c('pvalue', 
                    'test'),
            sep = "\n") %>% 
            separate(pvalue,
            into = c('string', 
                    'pval'),
            sep = ":",
            convert = TRUE) %>% 
            arrange(pval) %>% 
            filter(variable != 'Med [IQR]',
                   variable != 'N (NA)',
                   variable != 'Min / Max') %>% 
            dplyr::select(.,-c(string,.id)) %>% kable(full_with = FALSE) %>% kable_classic_2())

label	variable	3	7	pval	test
original_shape_VoxelVolume	Mean (std)	0.4 (0.1)	0.7 (0.1)	<0.0001	(Two Sample t-test)
log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis	Mean (std)	0.05 (0.05)	0.2 (0.1)	<0.0001	(Wilcoxon rank sum exact test)
log.sigma.2.0.mm.3D_glcm_Autocorrelation	Mean (std)	0.2 (0.1)	0.3 (0.1)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis	Mean (std)	0.3 (0.1)	0.7 (0.1)	<0.0001	(Welch Two Sample t-test)
wavelet.HHH_glszm_GrayLevelNonUniformity	Mean (std)	0.02 (0.03)	0.1 (0.1)	<0.0001	(Wilcoxon rank sum test)
wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.4 (0.1)	<0.0001	(Welch Two Sample t-test)
wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis	Mean (std)	0.1 (0.05)	0.02 (0.007)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.HHH_glcm_ClusterProminence	Mean (std)	0.1 (0.05)	0.1 (0.02)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.3 (0.1)	<0.0001	(Two Sample t-test)
wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis	Mean (std)	0.4 (0.1)	0.7 (0.1)	<0.0001	(Welch Two Sample t-test)
wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.1 (0.04)	0.03 (0.01)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.1 (0.03)	<0.0001	(Wilcoxon rank sum exact test)
log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.4 (0.1)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.LHH_glszm_GrayLevelNonUniformity	Mean (std)	0.1 (0.1)	0.4 (0.2)	<0.0001	(Wilcoxon rank sum exact test)
log.sigma.5.0.mm.3D_firstorder_Kurtosis	Mean (std)	0.05 (0.03)	0.1 (0.1)	<0.0001	(Wilcoxon rank sum exact test)
log.sigma.5.0.mm.3D_firstorder_90Percentile	Mean (std)	0.8 (0.1)	0.9 (0.03)	<0.0001	(Welch Two Sample t-test)
wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.1 (0.02)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.LHL_gldm_DependenceVariance	Mean (std)	0.2 (0.2)	0.4 (0.2)	0.0001	(Wilcoxon rank sum exact test)
clinical.T.Stage	1	15 (93.75%)	1 (6.25%)	0.0001	(Fisher’s Exact Test for Count Data)
clinical.T.Stage	2	12 (37.50%)	20 (62.50%)	0.0001	(Fisher’s Exact Test for Count Data)
clinical.T.Stage	3	3 (42.86%)	4 (57.14%)	0.0001	(Fisher’s Exact Test for Count Data)
clinical.T.Stage	4	7 (26.92%)	19 (73.08%)	0.0001	(Fisher’s Exact Test for Count Data)
wavelet.HHH_firstorder_RootMeanSquared	Mean (std)	0.7 (0.1)	0.8 (0.03)	0.0002	(Wilcoxon rank sum exact test)
wavelet.HHH_glcm_Imc1	Mean (std)	0.8 (0.1)	0.7 (0.1)	0.0018	(Wilcoxon rank sum exact test)
Histology	adenocarcinoma	5 (62.50%)	3 (37.50%)	0.0109	(Fisher’s Exact Test for Count Data)
Histology	large cell	16 (50.00%)	16 (50.00%)	0.0109	(Fisher’s Exact Test for Count Data)
Histology	nos	10 (71.43%)	4 (28.57%)	0.0109	(Fisher’s Exact Test for Count Data)
Histology	squamous cell carcinoma	6 (22.22%)	21 (77.78%)	0.0109	(Fisher’s Exact Test for Count Data)
wavelet.LHH_glcm_Imc1	Mean (std)	0.6 (0.2)	0.7 (0.1)	0.0123	(Wilcoxon rank sum exact test)
original_glcm_Imc1	Mean (std)	0.6 (0.1)	0.6 (0.1)	0.0336	(Wilcoxon rank sum exact test)
Overall.Stage	I	11 (78.57%)	3 (21.43%)	0.0402	(Fisher’s Exact Test for Count Data)
Overall.Stage	II	1 (20.00%)	4 (80.00%)	0.0402	(Fisher’s Exact Test for Count Data)
Overall.Stage	IIIa	10 (40.00%)	15 (60.00%)	0.0402	(Fisher’s Exact Test for Count Data)
Overall.Stage	IIIb	15 (40.54%)	22 (59.46%)	0.0402	(Fisher’s Exact Test for Count Data)
wavelet.HHH_glszm_GrayLevelNonUniformityNormalized	Mean (std)	0.2 (0.2)	0.3 (0.1)	0.0501	(Wilcoxon rank sum test)
wavelet.HLH_glcm_DifferenceAverage	Mean (std)	0.4 (0.2)	0.3 (0.1)	0.0622	(Wilcoxon rank sum exact test)
wavelet.LLL_glcm_ClusterProminence	Mean (std)	0.7 (0.1)	0.7 (0.1)	0.0814	(Two Sample t-test)
wavelet.HHL_glcm_ClusterProminence	Mean (std)	0.2 (0.1)	0.2 (0.1)	0.0925	(Wilcoxon rank sum exact test)
wavelet.LHH_firstorder_Skewness	Mean (std)	0.5 (0.1)	0.5 (0.05)	0.2208	(Wilcoxon rank sum exact test)
Clinical.N.Stage	0	15 (51.72%)	14 (48.28%)	0.2900	(Pearson’s Chi-squared test)
Clinical.N.Stage	1_2	13 (36.11%)	23 (63.89%)	0.2900	(Pearson’s Chi-squared test)
Clinical.N.Stage	3	9 (56.25%)	7 (43.75%)	0.2900	(Pearson’s Chi-squared test)
gender	female	16 (51.61%)	15 (48.39%)	0.3986	(Pearson’s Chi-squared test)
gender	male	21 (42.00%)	29 (58.00%)	0.3986	(Pearson’s Chi-squared test)
log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized	Mean (std)	0.5 (0.2)	0.5 (0.1)	0.5070	(Two Sample t-test)
age	Mean (std)	0.6 (0.2)	0.6 (0.2)	0.6372	(Two Sample t-test)
wavelet.HHH_glrlm_GrayLevelVariance	Mean (std)	0.1 (0.1)	0.1 (0.03)	0.7307	(Wilcoxon rank sum exact test)
wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis	Mean (std)	0.1 (0.05)	0.1 (0.03)	0.7665	(Wilcoxon rank sum exact test)
log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.04 (0.03)	0.04 (0.03)	0.7954	(Wilcoxon rank sum exact test)
Manufacturer	CMS Inc.	10 (43.48%)	13 (56.52%)	0.8023	(Pearson’s Chi-squared test)
Manufacturer	SIEMENS	27 (46.55%)	31 (53.45%)	0.8023	(Pearson’s Chi-squared test)

 table25 %>% save_kable("tables/table25.png")

# I generate a cross table to check distribution of histology classes with partitions
table_stage_clust_res_varsel <- table(lung_data_res_varsel$Overall.Stage,lung_data_res_varsel$partition)
addmargins(prop.table(table_stage_clust_res_varsel)) %>% round(3) %>% kable(full_with = FALSE) %>% kable_classic_2()

	1	2	3	4	5	6	7	8	9	10	Sum
I	0.013	0.013	0.029	0.008	0.013	0.005	0.008	0.019	0.024	0.040	0.172
II	0.011	0.013	0.003	0.005	0.013	0.016	0.011	0.008	0.019	0.003	0.101
IIIa	0.053	0.032	0.027	0.024	0.019	0.019	0.040	0.011	0.029	0.034	0.286
IIIb	0.040	0.032	0.040	0.048	0.029	0.093	0.058	0.040	0.027	0.034	0.440
Sum	0.117	0.090	0.098	0.085	0.074	0.133	0.117	0.077	0.098	0.111	1.000

# I display distribution of histology class within different clusters
ggplot(lung_data_res_varsel,aes(partition, fill = Overall.Stage)) + 
  geom_bar(position = 'fill',alpha = .5) +
  coord_flip()+
  theme_bw() 

ggsave("figures/Fig31.1.tiff",width = 100, height = 50, device="tiff", dpi=300, units = "mm", scale = 1)


# I continue with a correspondence analysis and generate an assymetric representation using 
# columns (clusters) repsented with the principal coordinates and histology classes
# represented with standard coordinates
ca.res_varsel_stage <- ca(table_stage_clust_res_varsel)
tiff(filename = "figures/Fig32.1.tiff", width = 200, height = 200, units = "mm", res = 300)
plot(ca.res_varsel_stage, map= "colprincipal") 
fig <- dev.off()
plot(ca.res_varsel_stage, map= "colprincipal") 

# From CA analisis I get number of clusters with the greatest inertias to further compare cluster characteristics
clust_top_inertias_stage <- data.frame(clust = ca.res_varsel_stage$colnames, inertia = get_ca_col(ca.res_varsel_stage)$inertia) %>% arrange(desc(inertia)) %>% top_n(2)

# After evaluating main clusters associated with different histology classes we can focus our analysis in 
# describing differences between these clusters:
lung_data_res_varsel_selected_stage <- lung_data_res_varsel %>% filter(partition %in% clust_top_inertias_stage$clust) %>% droplevels()
lung_data_res_varsel_selected_table_stage <- table(lung_data_res_varsel_selected$Overall.Stage,lung_data_res_varsel_selected$partition)

# I evaluate agreement using adjusted rand index (ARI) coefficient
cat('ARI (Histology class, Partitions):',ARI(lung_data_res_varsel_selected_stage$Overall.Stage,lung_data_res_varsel_selected_stage$partition))

## ARI (Histology class, Partitions): 0.1510967

# And I generate a cross table focusing on these clusters
crosstab5.1<- crosstable(lung_data_res_varsel_selected_stage %>% select(.,-c(deadstatus.event,Survival.time)), 
           by = partition, test = TRUE)

 (table25.1 <- crosstab5.1 %>% separate(test,
            into = c('pvalue', 
                    'test'),
            sep = "\n") %>% 
            separate(pvalue,
            into = c('string', 
                    'pval'),
            sep = ":",
            convert = TRUE) %>% 
            arrange(pval) %>% 
            filter(variable != 'Med [IQR]',
                   variable != 'N (NA)',
                   variable != 'Min / Max') %>% 
            dplyr::select(.,-c(string,.id)) %>% kable(full_with = FALSE) %>% kable_classic_2())

label	variable	6	10	pval	test
original_shape_VoxelVolume	Mean (std)	0.8 (0.1)	0.4 (0.1)	<0.0001	(Welch Two Sample t-test)
wavelet.HHL_glcm_ClusterProminence	Mean (std)	0.02 (0.02)	0.1 (0.04)	<0.0001	(Wilcoxon rank sum test)
log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis	Mean (std)	0.4 (0.2)	0.1 (0.05)	<0.0001	(Wilcoxon rank sum test)
log.sigma.2.0.mm.3D_glcm_Autocorrelation	Mean (std)	0.2 (0.1)	0.1 (0.1)	<0.0001	(Wilcoxon rank sum test)
wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis	Mean (std)	0.8 (0.1)	0.4 (0.1)	<0.0001	(Two Sample t-test)
wavelet.HHH_glszm_GrayLevelNonUniformity	Mean (std)	0.04 (0.03)	0.01 (0.01)	<0.0001	(Wilcoxon rank sum test)
wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.4 (0.1)	0.2 (0.1)	<0.0001	(Welch Two Sample t-test)
wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis	Mean (std)	0.02 (0.009)	0.1 (0.04)	<0.0001	(Welch Two Sample t-test)
wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.4 (0.1)	0.1 (0.1)	<0.0001	(Two Sample t-test)
wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis	Mean (std)	0.8 (0.1)	0.4 (0.1)	<0.0001	(Two Sample t-test)
wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.1 (0.03)	0.2 (0.1)	<0.0001	(Wilcoxon rank sum test)
wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis	Mean (std)	0.1 (0.03)	0.3 (0.1)	<0.0001	(Welch Two Sample t-test)
wavelet.HHH_glrlm_GrayLevelVariance	Mean (std)	0.03 (0.002)	0.02 (4e-04)	<0.0001	(Wilcoxon rank sum test)
log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.5 (0.1)	0.1 (0.1)	<0.0001	(Welch Two Sample t-test)
wavelet.LHH_glszm_GrayLevelNonUniformity	Mean (std)	0.2 (0.1)	0.1 (0.03)	<0.0001	(Wilcoxon rank sum test)
log.sigma.5.0.mm.3D_firstorder_Kurtosis	Mean (std)	0.1 (0.1)	0.05 (0.1)	<0.0001	(Wilcoxon rank sum test)
wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.3 (0.2)	<0.0001	(Wilcoxon rank sum test)
wavelet.LHL_gldm_DependenceVariance	Mean (std)	0.5 (0.2)	0.3 (0.2)	<0.0001	(Wilcoxon rank sum test)
Overall.Stage	I	2 (11.76%)	15 (88.24%)	<0.0001	(Fisher’s Exact Test for Count Data)
Overall.Stage	II	6 (85.71%)	1 (14.29%)	<0.0001	(Fisher’s Exact Test for Count Data)
Overall.Stage	IIIa	7 (35.00%)	13 (65.00%)	<0.0001	(Fisher’s Exact Test for Count Data)
Overall.Stage	IIIb	35 (72.92%)	13 (27.08%)	<0.0001	(Fisher’s Exact Test for Count Data)
clinical.T.Stage	1	0 (0%)	19 (100.00%)	<0.0001	(Pearson’s Chi-squared test)
clinical.T.Stage	2	12 (42.86%)	16 (57.14%)	<0.0001	(Pearson’s Chi-squared test)
clinical.T.Stage	3	8 (72.73%)	3 (27.27%)	<0.0001	(Pearson’s Chi-squared test)
clinical.T.Stage	4	30 (88.24%)	4 (11.76%)	<0.0001	(Pearson’s Chi-squared test)
wavelet.LHH_glcm_Imc1	Mean (std)	0.7 (0.1)	0.6 (0.1)	0.0009	(Wilcoxon rank sum test)
log.sigma.5.0.mm.3D_firstorder_90Percentile	Mean (std)	0.9 (0.02)	0.8 (0.1)	0.0018	(Wilcoxon rank sum test)
wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis	Mean (std)	0.01 (0.007)	0.02 (0.01)	0.0113	(Wilcoxon rank sum test)
wavelet.HHH_glcm_ClusterProminence	Mean (std)	0.1 (0.02)	0.1 (0.04)	0.0183	(Welch Two Sample t-test)
original_glcm_Imc1	Mean (std)	0.6 (0.1)	0.6 (0.1)	0.0203	(Wilcoxon rank sum test)
gender	female	12 (40.00%)	18 (60.00%)	0.0546	(Pearson’s Chi-squared test)
gender	male	38 (61.29%)	24 (38.71%)	0.0546	(Pearson’s Chi-squared test)
wavelet.LLL_glcm_ClusterProminence	Mean (std)	0.5 (0.2)	0.6 (0.1)	0.0548	(Wilcoxon rank sum test)
wavelet.LHH_firstorder_Skewness	Mean (std)	0.5 (0.1)	0.5 (0.1)	0.1264	(Wilcoxon rank sum test)
wavelet.HHH_glcm_Imc1	Mean (std)	0.8 (0.1)	0.8 (0.1)	0.1283	(Wilcoxon rank sum test)
wavelet.HHH_glszm_GrayLevelNonUniformityNormalized	Mean (std)	0.6 (0.2)	0.6 (0.1)	0.4420	(Wilcoxon rank sum test)
log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.03 (0.02)	0.04 (0.1)	0.5255	(Wilcoxon rank sum test)
log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized	Mean (std)	0.5 (0.1)	0.4 (0.2)	0.5832	(Wilcoxon rank sum test)
age	Mean (std)	0.5 (0.2)	0.6 (0.2)	0.5985	(Two Sample t-test)
wavelet.HHH_firstorder_RootMeanSquared	Mean (std)	0.8 (0.03)	0.8 (0.1)	0.7718	(Wilcoxon rank sum test)
Clinical.N.Stage	0	20 (57.14%)	15 (42.86%)	0.8764	(Pearson’s Chi-squared test)
Clinical.N.Stage	1_2	20 (54.05%)	17 (45.95%)	0.8764	(Pearson’s Chi-squared test)
Clinical.N.Stage	3	10 (50.00%)	10 (50.00%)	0.8764	(Pearson’s Chi-squared test)
wavelet.HLH_glcm_DifferenceAverage	Mean (std)	0.2 (0.03)	0.2 (0.1)	0.8907	(Welch Two Sample t-test)
Histology	adenocarcinoma	4 (44.44%)	5 (55.56%)	0.9043	(Fisher’s Exact Test for Count Data)
Histology	large cell	14 (58.33%)	10 (41.67%)	0.9043	(Fisher’s Exact Test for Count Data)
Histology	nos	7 (50.00%)	7 (50.00%)	0.9043	(Fisher’s Exact Test for Count Data)
Histology	squamous cell carcinoma	25 (55.56%)	20 (44.44%)	0.9043	(Fisher’s Exact Test for Count Data)
Manufacturer	CMS Inc.	5 (50.00%)	5 (50.00%)	1.0000	(Fisher’s Exact Test for Count Data)
Manufacturer	SIEMENS	45 (54.88%)	37 (45.12%)	1.0000	(Fisher’s Exact Test for Count Data)

 table25.1 %>% save_kable("tables/table25.1.png")

Finally I want to analyze survival probabilities among different clusters.

# I generate a specific dataframe including survival, dead status event and partition variables
df_surv_res_varsel <- data.frame(Survival.time = lung_data_no_out$Survival.time, 
                                  deadstatus.event = lung_data_no_out$deadstatus.event,
                         partition = res_varsel@partitions@zMAP)

# I create a survival object, and use it as response variable 
# to create Kaplan-Meier survival curves for each cluster
sfit_res_varsel <- survfit(Surv(Survival.time, as.numeric(deadstatus.event)) ~ partition, 
                            data = df_surv_res_varsel)

# I plot survival curve including confidence intervals for each curve and 
# p value result from log-rank test to evaluate difference in survival between groups
tiff(filename = "figures/Fig33.tiff", width = 300, height = 200, units = "mm", res = 300)
(surv <- ggsurvplot(sfit_res_varsel, 
           surv.median.line = 'hv',
           pval=TRUE, 
           risk.table='percentage',
           surv.plot.height = 0.7,
           tables.height = 0.3))
fig <- dev.off()
(surv <- ggsurvplot(sfit_res_varsel, 
           surv.median.line = 'hv',
           pval=TRUE, 
           risk.table='percentage',
           surv.plot.height = 0.7,
           tables.height = 0.3))

min_max_surv <- surv_median(sfit_res_varsel) %>% 
  filter(median == min(median) | median == max(median)) %>% 
  select(strata) %>% 
  separate(strata,
            into = c('string', 
                    'partition_num'),
            sep = "=",
            convert = TRUE) 
min_max_surv$partition_num

## [1] 3 8

# I repeat log-rank test comparing only the two most extreme median survival groups 
surv_pvalue(
  survfit(Surv(Survival.time, as.numeric(deadstatus.event)) ~ partition, 
          data = df_surv_res_varsel %>% filter(partition %in% min_max_surv$partition_num)),
  method = "survdiff",
  test.for.trend = FALSE,
  combine = FALSE
)

##    variable      pval   method pval.txt
## 1 partition 0.1244872 Log-rank p = 0.12

# And describe composition for the clusters with most extreme results on survival analisis
crosstab6<- crosstable(lung_data_res_varsel %>% filter(partition %in% min_max_surv$partition_num) %>% select(.,-c(deadstatus.event,Survival.time)) %>% droplevels(), 
           by = partition, test = TRUE) 

 (table26 <- crosstab6 %>% separate(test,
            into = c('pvalue', 
                    'test'),
            sep = "\n") %>% 
            separate(pvalue,
            into = c('string', 
                    'pval'),
            sep = ":",
            convert = TRUE) %>% 
            arrange(pval) %>% 
            filter(variable != 'Med [IQR]',
                   variable != 'N (NA)',
                   variable != 'Min / Max') %>% 
            dplyr::select(.,-c(string,.id)) %>% kable(full_with = FALSE) %>% kable_classic_2())

label	variable	3	8	pval	test
original_shape_VoxelVolume	Mean (std)	0.4 (0.1)	0.9 (0.1)	<0.0001	(Welch Two Sample t-test)
wavelet.HHL_glcm_ClusterProminence	Mean (std)	0.2 (0.1)	0.1 (0.04)	<0.0001	(Wilcoxon rank sum exact test)
log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis	Mean (std)	0.05 (0.05)	0.5 (0.2)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis	Mean (std)	0.3 (0.1)	0.8 (0.1)	<0.0001	(Two Sample t-test)
wavelet.HHH_glszm_GrayLevelNonUniformity	Mean (std)	0.02 (0.03)	0.1 (0.1)	<0.0001	(Wilcoxon rank sum test)
wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.4 (0.1)	<0.0001	(Welch Two Sample t-test)
wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis	Mean (std)	0.1 (0.05)	0.01 (0.009)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.HHH_glcm_ClusterProminence	Mean (std)	0.1 (0.05)	0.02 (0.01)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.4 (0.1)	<0.0001	(Welch Two Sample t-test)
wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis	Mean (std)	0.4 (0.1)	0.8 (0.1)	<0.0001	(Welch Two Sample t-test)
wavelet.LLL_glcm_ClusterProminence	Mean (std)	0.7 (0.1)	0.5 (0.1)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.1 (0.04)	0.03 (0.02)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.1 (0.04)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.HHH_glcm_Imc1	Mean (std)	0.8 (0.1)	0.5 (0.1)	<0.0001	(Wilcoxon rank sum exact test)
log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.5 (0.1)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.LHH_glszm_GrayLevelNonUniformity	Mean (std)	0.1 (0.1)	0.4 (0.2)	<0.0001	(Welch Two Sample t-test)
wavelet.LHH_glcm_Imc1	Mean (std)	0.6 (0.2)	0.8 (0.1)	<0.0001	(Wilcoxon rank sum exact test)
log.sigma.5.0.mm.3D_firstorder_Kurtosis	Mean (std)	0.05 (0.03)	0.2 (0.2)	<0.0001	(Wilcoxon rank sum exact test)
wavelet.HHH_glrlm_GrayLevelVariance	Mean (std)	0.1 (0.1)	0.04 (0.01)	0.0001	(Wilcoxon rank sum exact test)
log.sigma.5.0.mm.3D_firstorder_90Percentile	Mean (std)	0.8 (0.1)	0.9 (0.02)	0.0002	(Wilcoxon rank sum exact test)
clinical.T.Stage	1	15 (100.00%)	0 (0%)	0.0003	(Fisher’s Exact Test for Count Data)
clinical.T.Stage	2	12 (44.44%)	15 (55.56%)	0.0003	(Fisher’s Exact Test for Count Data)
clinical.T.Stage	3	3 (42.86%)	4 (57.14%)	0.0003	(Fisher’s Exact Test for Count Data)
clinical.T.Stage	4	7 (41.18%)	10 (58.82%)	0.0003	(Fisher’s Exact Test for Count Data)
wavelet.LHL_gldm_DependenceVariance	Mean (std)	0.2 (0.2)	0.3 (0.2)	0.0004	(Wilcoxon rank sum exact test)
wavelet.HLH_glcm_DifferenceAverage	Mean (std)	0.4 (0.2)	0.3 (0.03)	0.0008	(Wilcoxon rank sum exact test)
wavelet.HHH_firstorder_RootMeanSquared	Mean (std)	0.7 (0.1)	0.8 (0.02)	0.0008	(Wilcoxon rank sum exact test)
wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis	Mean (std)	0.1 (0.05)	0.1 (0.03)	0.0042	(Welch Two Sample t-test)
log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized	Mean (std)	0.5 (0.2)	0.4 (0.1)	0.0045	(Two Sample t-test)
wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.2 (0.1)	0.1 (0.1)	0.0095	(Wilcoxon rank sum exact test)
gender	female	16 (76.19%)	5 (23.81%)	0.0244	(Pearson’s Chi-squared test)
gender	male	21 (46.67%)	24 (53.33%)	0.0244	(Pearson’s Chi-squared test)
age	Mean (std)	0.6 (0.2)	0.7 (0.1)	0.0747	(Two Sample t-test)
Manufacturer	CMS Inc.	10 (41.67%)	14 (58.33%)	0.0749	(Pearson’s Chi-squared test)
Manufacturer	SIEMENS	27 (64.29%)	15 (35.71%)	0.0749	(Pearson’s Chi-squared test)
wavelet.HHH_glszm_GrayLevelNonUniformityNormalized	Mean (std)	0.2 (0.2)	0.3 (0.2)	0.3322	(Wilcoxon rank sum test)
Overall.Stage	I	11 (61.11%)	7 (38.89%)	0.3410	(Fisher’s Exact Test for Count Data)
Overall.Stage	II	1 (25.00%)	3 (75.00%)	0.3410	(Fisher’s Exact Test for Count Data)
Overall.Stage	IIIa	10 (71.43%)	4 (28.57%)	0.3410	(Fisher’s Exact Test for Count Data)
Overall.Stage	IIIb	15 (50.00%)	15 (50.00%)	0.3410	(Fisher’s Exact Test for Count Data)
original_glcm_Imc1	Mean (std)	0.6 (0.1)	0.6 (0.2)	0.4332	(Wilcoxon rank sum exact test)
log.sigma.2.0.mm.3D_glcm_Autocorrelation	Mean (std)	0.2 (0.1)	0.2 (0.1)	0.4720	(Wilcoxon rank sum exact test)
Histology	adenocarcinoma	5 (55.56%)	4 (44.44%)	0.6434	(Fisher’s Exact Test for Count Data)
Histology	large cell	16 (64.00%)	9 (36.00%)	0.6434	(Fisher’s Exact Test for Count Data)
Histology	nos	10 (55.56%)	8 (44.44%)	0.6434	(Fisher’s Exact Test for Count Data)
Histology	squamous cell carcinoma	6 (42.86%)	8 (57.14%)	0.6434	(Fisher’s Exact Test for Count Data)
Clinical.N.Stage	0	15 (50.00%)	15 (50.00%)	0.6593	(Pearson’s Chi-squared test)
Clinical.N.Stage	1_2	13 (61.90%)	8 (38.10%)	0.6593	(Pearson’s Chi-squared test)
Clinical.N.Stage	3	9 (60.00%)	6 (40.00%)	0.6593	(Pearson’s Chi-squared test)
wavelet.LHH_firstorder_Skewness	Mean (std)	0.5 (0.1)	0.5 (0.1)	0.9591	(Wilcoxon rank sum exact test)
log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis	Mean (std)	0.04 (0.03)	0.03 (0.01)	0.9898	(Wilcoxon rank sum exact test)

 table26 %>% save_kable("tables/table26.png")

cat('ARI (Histology class, Partitions):',ARI(res_varsel@partitions@zMAP,res_varsel_select@partitions@zMAP))

## ARI (Histology class, Partitions): 0.4952459

res_varsel_select

## An object of class "VSLCMresults"
## Slot "data":
## An object of class "VSLCMdata"
## Slot "n":
## [1] 377
## 
## Slot "d":
## [1] 33
## 
## Slot "withContinuous":
## [1] TRUE
## 
## Slot "withInteger":
## [1] FALSE
## 
## Slot "withCategorical":
## [1] TRUE
## 
## Slot "dataContinuous":
## An object of class "VSLCMdataContinuous"
## Slot "n":
## [1] 377
## 
## Slot "d":
## [1] 32
## 
## Slot "data":
##              age original_shape_VoxelVolume wavelet.HHL_glcm_ClusterProminence
##   [1,] 0.7767505                 0.82083575                        0.017461636
##   [2,] 0.8637663                 0.94953191                        0.073434502
##   [3,] 0.5945563                 0.59183619                        0.198118344
##   [4,] 0.6410838                 0.72619619                        0.185592189
##   [5,] 0.8065750                 0.72259880                        0.307397295
##   [6,] 0.6928975                 0.71581074                        0.316596223
##   [7,] 0.8246190                 0.43542048                        0.010826091
##   [8,] 0.6546276                 0.61528045                        0.193514542
##   [9,] 0.3869275                 0.74914043                        0.112877887
##  [10,] 0.6441035                 0.46818005                        0.184736028
##  [11,] 0.5282095                 0.71703463                        0.156773984
##  [12,] 0.6475489                 0.89982569                        0.199829481
##  [13,] 0.5460001                 0.45244232                        0.146744718
##  [14,] 0.5702541                 0.39345034                        0.512214363
##  [15,] 0.6556186                 0.26267930                        0.250592005
##  [16,] 0.7829795                 0.77158913                        0.061528209
##  [17,] 0.6931337                 0.87792688                        0.160083688
##  [18,] 0.8498468                 0.81004969                        0.135467693
##  [19,] 0.7089887                 0.83162872                        0.069545798
##  [20,] 0.7741566                 0.76696285                        0.151906211
##  [21,] 0.7255039                 0.51562083                        0.067569872
##  [22,] 0.5937066                 0.75977018                        0.199817865
##  [23,] 0.6319765                 0.85109184                        0.034090019
##  [24,] 0.6086188                 0.63130946                        0.045085506
##  [25,] 0.4957428                 0.71839857                        0.158967716
##  [26,] 0.6554773                 0.62879033                        0.186606320
##  [27,] 0.7240423                 0.73570565                        0.036725713
##  [28,] 0.6362717                 0.82238939                        0.432036178
##  [29,] 0.3747988                 0.75538672                        0.013209746
##  [30,] 0.8397484                 0.77530669                        0.019927211
##  [31,] 0.3502604                 0.62762400                        0.191853320
##  [32,] 0.7078563                 0.35448337                        0.278854914
##  [33,] 0.3199654                 0.77990939                        0.118498965
##  [34,] 0.4298993                 0.90836097                        0.012708559
##  [35,] 0.7053555                 0.65531079                        0.072738319
##  [36,] 0.6615632                 0.83623676                        0.090962663
##  [37,] 0.6958224                 0.87811712                        0.124342869
##  [38,] 0.6724182                 0.51182856                        0.114400348
##  [39,] 0.8021386                 0.78524691                        0.025544597
##  [40,] 0.2209175                 0.64866673                        0.120449441
##  [41,] 0.5369394                 0.64879324                        0.231814121
##  [42,] 0.8107271                 0.20154219                        0.365073964
##  [43,] 0.3428060                 0.32605485                        0.401276625
##  [44,] 0.3103393                 0.73610633                        0.100644929
##  [45,] 0.4920147                 0.77989008                        0.087389042
##  [46,] 0.7760439                 0.71919630                        0.424389398
##  [47,] 0.7848202                 0.67720092                        0.176559926
##  [48,] 0.4403441                 0.63246845                        0.018308031
##  [49,] 0.7104986                 0.68765899                        0.026147772
##  [50,] 0.8375302                 0.78377348                        0.309176867
##  [51,] 0.2684361                 0.60174078                        0.079022390
##  [52,] 0.8588593                 0.85719478                        0.050557348
##  [53,] 0.4901274                 0.33094749                        0.078625420
##  [54,] 0.3279403                 0.24017354                        0.053255666
##  [55,] 0.6663771                 0.42383917                        0.100904764
##  [56,] 0.7772228                 0.49572585                        0.032676939
##  [57,] 0.7351782                 0.90166011                        0.005177130
##  [58,] 0.7287597                 0.57463422                        0.008960425
##  [59,] 0.7859061                 0.71481282                        0.081838683
##  [60,] 0.7924642                 0.52403531                        0.139425659
##  [61,] 0.5370807                 0.58294976                        0.072921694
##  [62,] 0.6513235                 0.71947653                        0.314921488
##  [63,] 0.4654012                 0.73449215                        0.008034477
##  [64,] 0.3793300                 0.78241891                        0.024976210
##  [65,] 0.3626253                 0.71953366                        0.050012079
##  [66,] 0.6296652                 0.36184490                        0.144914569
##  [67,] 0.7430118                 0.65674157                        0.054209005
##  [68,] 0.9211005                 0.41161208                        0.036785839
##  [69,] 0.6050786                 0.62512774                        0.073725638
##  [70,] 0.4904584                 0.35041710                        0.061614026
##  [71,] 0.6848744                 0.31902548                        0.040748301
##  [72,] 0.4841829                 0.42121767                        0.351409634
##  [73,] 0.3442676                 0.47701403                        0.031699807
##  [74,] 0.4982920                 0.07132904                        0.068275704
##  [75,] 0.5465655                 0.51890362                        0.162465045
##  [76,] 0.5107499                 0.07471862                        0.391452957
##  [77,] 0.7361693                 0.97377315                        0.004952123
##  [78,] 0.5389680                 0.70224810                        0.029701793
##  [79,] 0.2698994                 0.65705868                        0.023939718
##  [80,] 0.4656839                 0.92269345                        0.024023488
##  [81,] 0.8952419                 0.78099100                        0.133348328
##  [82,] 0.7205969                 0.94304580                        0.070277343
##  [83,] 0.9041131                 0.13143693                        0.145820773
##  [84,] 0.9194494                 0.67932776                        0.081741267
##  [85,] 0.4949413                 0.64907300                        0.065138610
##  [86,] 0.5719053                 0.41762468                        0.108547740
##  [87,] 0.4413817                 0.37837709                        0.056719296
##  [88,] 0.8770739                 0.76589642                        0.153286075
##  [89,] 0.6340534                 0.92957652                        0.096895950
##  [90,] 0.1671699                 0.28961487                        0.061295037
##  [91,] 0.7026184                 0.41131783                        0.067467181
##  [92,] 0.4298683                 0.12645621                        0.073978066
##  [93,] 0.7559403                 0.73862513                        0.154836866
##  [94,] 0.4818233                 0.10227850                        0.155403134
##  [95,] 0.6576938                 0.36097284                        0.004935737
##  [96,] 0.8585766                 0.64456267                        0.089246169
##  [97,] 0.7929365                 0.22105629                        0.128883946
##  [98,] 0.6080053                 0.88174174                        0.181962882
##  [99,] 0.4661096                 0.84898294                        0.132163677
## [100,] 0.6347136                 0.60760695                        0.007181346
## [101,] 0.8418719                 0.32830457                        0.043921785
## [102,] 0.3949024                 0.18108039                        0.259668195
## [103,] 0.5331648                 0.60465365                        0.103534848
## [104,] 0.5414224                 0.57083447                        0.173736686
## [105,] 0.4750756                 0.41770544                        0.075233109
## [106,] 0.7568848                 0.70772697                        0.132346431
## [107,] 0.7817058                 0.57297502                        0.365402335
## [108,] 0.5323616                 0.62154865                        0.182056024
## [109,] 0.5959248                 0.29973607                        0.131579636
## [110,] 0.3290262                 0.42744361                        0.183176133
## [111,] 0.6392913                 0.54293733                        0.036838414
## [112,] 0.4499702                 0.81762026                        0.119271211
## [113,] 0.6455203                 0.44756320                        0.097582006
## [114,] 0.4616732                 0.63432477                        0.042939223
## [115,] 0.5843166                 0.21137709                        0.091505575
## [116,] 0.4029359                 0.34009060                        0.014431962
## [117,] 0.7053072                 0.79911596                        0.056496902
## [118,] 0.8103962                 0.33746520                        0.173689203
## [119,] 0.6811480                 0.93797677                        0.099774435
## [120,] 0.8168613                 0.84528482                        0.037158859
## [121,] 0.6240964                 0.87536145                        0.064790541
## [122,] 0.2646615                 0.75704850                        0.010180429
## [123,] 0.3419563                 0.89870446                        0.024310741
## [124,] 0.8929772                 0.60452133                        0.105364631
## [125,] 0.5824293                 0.37889706                        0.070136222
## [126,] 0.5350038                 0.60452133                        0.104072801
## [127,] 0.6946435                 0.77346514                        0.153909499
## [128,] 0.5421244                 0.97035303                        0.005326755
## [129,] 0.5227355                 0.36613280                        0.027597700
## [130,] 0.6762393                 0.61525800                        0.232610201
## [131,] 0.8397950                 0.33214680                        0.340306442
## [132,] 0.7648131                 0.32272964                        0.150922306
## [133,] 0.3011855                 0.67839854                        0.186125351
## [134,] 0.6962482                 0.03355198                        0.049368233
## [135,] 0.1654240                 0.13972310                        0.010528645
## [136,] 0.7922764                 0.66871363                        0.150060252
## [137,] 0.7378205                 0.29209424                        0.461432994
## [138,] 0.7320172                 0.46812182                        0.241343483
## [139,] 0.5325977                 0.80019676                        0.185270901
## [140,] 0.5602023                 0.56189902                        0.035269743
## [141,] 0.2575363                 0.37717446                        0.124808411
## [142,] 0.4723851                 0.55520551                        0.076154631
## [143,] 0.7108760                 0.07284471                        0.131459395
## [144,] 0.7139440                 0.68335836                        0.024882041
## [145,] 0.6118281                 0.49859676                        0.164348187
## [146,] 0.4446857                 0.60751256                        0.063527400
## [147,] 0.2465400                 0.83143797                        0.092735077
## [148,] 0.4251492                 0.86847332                        0.144639963
## [149,] 0.5763274                 0.39145344                        0.042675344
## [150,] 0.8017146                 0.58175504                        0.057900106
## [151,] 0.7550923                 0.30874431                        0.084583208
## [152,] 0.5401004                 0.61970568                        0.187991134
## [153,] 0.4741311                 0.14548172                        0.401900561
## [154,] 0.7826968                 0.95198352                        0.100207490
## [155,] 0.4424675                 0.44242165                        0.095034747
## [156,] 0.6381107                 0.81228308                        0.131358687
## [157,] 0.1521629                 0.35629685                        0.029866990
## [158,] 0.4830022                 0.35885956                        0.087495106
## [159,] 0.7046005                 0.56582956                        0.051292822
## [160,] 0.5822397                 0.83211422                        0.091508256
## [161,] 0.4330293                 0.48667485                        0.066709822
## [162,] 0.4994709                 0.20105003                        0.072456264
## [163,] 0.5258017                 0.64756898                        0.221897345
## [164,] 0.8199757                 0.86247169                        0.051294499
## [165,] 0.6286742                 0.75511028                        0.379902119
## [166,] 0.7417381                 0.11455278                        0.121909169
## [167,] 0.5737460                 0.81991448                        0.086402276
## [168,] 0.5202811                 0.15171329                        0.452582520
## [169,] 0.8863708                 0.91788068                        0.166419533
## [170,] 0.4542170                 0.63289959                        0.316720282
## [171,] 0.6237190                 0.61516818                        0.132829420
## [172,] 0.4219399                 0.78491447                        0.114356838
## [173,] 0.5713399                 0.77950328                        0.042767959
## [174,] 0.7365933                 0.83420964                        0.085190506
## [175,] 0.6202942                 0.40830122                        0.021278313
## [176,] 0.7963336                 0.54586841                        0.065159984
## [177,] 0.7376791                 0.48475212                        0.376878161
## [178,] 0.7418794                 0.69515596                        0.430065700
## [179,] 0.5727550                 0.37957042                        0.437711219
## [180,] 1.0000000                 0.67434173                        0.072433836
## [181,] 0.5355709                 0.63872561                        0.231516788
## [182,] 0.8568772                 0.60910941                        0.055250397
## [183,] 0.8427216                 0.68197307                        0.242132322
## [184,] 0.3621047                 0.65198470                        0.121929114
## [185,] 0.7793462                 0.37188821                        0.097939643
## [186,] 0.4059901                 0.47448267                        0.192090720
## [187,] 0.5932826                 0.68776428                        0.175959517
## [188,] 0.8277145                 0.20637931                        0.202025150
## [189,] 0.7076667                 0.31779645                        0.137760021
## [190,] 0.5133455                 0.84092206                        0.094932837
## [191,] 0.7827916                 0.79337254                        0.105774919
## [192,] 0.3831512                 0.62458980                        0.034428029
## [193,] 0.4434586                 0.67960174                        0.100014291
## [194,] 0.5079646                 0.85447637                        0.140177750
## [195,] 0.7767040                 0.47290981                        0.581503066
## [196,] 0.6593932                 0.40902890                        0.246270214
## [197,] 0.6544863                 0.79473647                        0.117107546
## [198,] 0.8968931                 0.67960914                        0.188469676
## [199,] 0.3648900                 0.53604244                        0.020486993
## [200,] 0.6104596                 0.60296116                        0.162980569
## [201,] 0.2181339                 0.76712659                        0.209403098
## [202,] 0.3988183                 0.89613015                        0.099160360
## [203,] 0.7156899                 0.61057424                        1.000000000
## [204,] 0.6299945                 0.25488034                        0.011896774
## [205,] 0.6825631                 0.68072954                        0.219866870
## [206,] 0.3343589                 0.82420030                        0.111722531
## [207,] 0.5350521                 0.36488732                        0.036479038
## [208,] 0.2845755                 0.69952827                        0.025132424
## [209,] 0.6791659                 0.66419432                        0.039259359
## [210,] 0.4225070                 0.72922427                        0.053767798
## [211,] 0.6387243                 0.67195033                        0.020812002
## [212,] 0.2075633                 0.77978574                        0.011993722
## [213,] 0.5417516                 0.40601032                        0.095453895
## [214,] 0.1963791                 0.60892240                        0.097695666
## [215,] 0.7280048                 0.50101574                        0.024873996
## [216,] 0.3368597                 0.48010748                        0.008011398
## [217,] 0.5930465                 0.77466464                        0.015954375
## [218,] 0.5038591                 0.44470913                        0.042861733
## [219,] 0.5366567                 0.73656736                        0.232188827
## [220,] 0.5532667                 0.23524997                        0.008570350
## [221,] 0.3408239                 0.36814944                        0.026451963
## [222,] 0.8148792                 0.27567371                        0.064030592
## [223,] 0.5996046                 0.23002803                        0.048610715
## [224,] 0.6551929                 0.38962420                        0.047959068
## [225,] 0.3343589                 0.69737408                        0.049662778
## [226,] 0.7509867                 0.84621517                        0.016266093
## [227,] 0.7756664                 0.67347431                        0.097149854
## [228,] 0.4510560                 0.64633493                        0.025721587
## [229,] 0.4008004                 0.41530509                        0.134376859
## [230,] 0.4655512                 0.83132174                        0.020161628
## [231,] 0.4435999                 0.84523676                        0.013088475
## [232,] 0.5577496                 0.65310431                        0.013099635
## [233,] 0.5908282                 0.54537492                        0.040443203
## [234,] 0.8250258                 0.41943163                        0.125311747
## [235,] 0.5121184                 0.69023549                        0.012713588
## [236,] 0.5254243                 0.58364014                        0.022518296
## [237,] 0.6786454                 0.55229620                        0.012235311
## [238,] 0.5580777                 0.08792058                        0.034314377
## [239,] 0.7534394                 0.48597608                        0.034660848
## [240,] 0.4559630                 0.31779645                        0.018509780
## [241,] 0.7617917                 0.93061443                        0.081085262
## [242,] 0.6738798                 0.58818768                        0.015199171
## [243,] 0.5928351                 0.73202035                        0.008986567
## [244,] 0.5085782                 0.91765457                        0.019718394
## [245,] 0.4977732                 0.53388963                        0.031437377
## [246,] 0.5027267                 0.57980427                        0.008463551
## [247,] 0.2698511                 0.70388763                        0.033569500
## [248,] 0.4368884                 0.23124887                        0.379112925
## [249,] 0.6043237                 0.00000000                        0.034883995
## [250,] 0.4831918                 0.92162228                        0.004667346
## [251,] 0.4787088                 0.57754215                        0.033933694
## [252,] 0.5144297                 0.74179729                        0.034240613
## [253,] 0.7796771                 0.66869775                        0.090278109
## [254,] 0.4923457                 0.04435194                        0.062588535
## [255,] 0.3304412                 0.85179168                        0.019879146
## [256,] 0.4552563                 0.78305227                        0.007789909
## [257,] 0.5480753                 0.65581221                        0.038194075
## [258,] 0.5606745                 0.77714618                        0.015898847
## [259,] 0.4532260                 0.55460807                        0.126606009
## [260,] 0.4508664                 0.61551596                        0.028634232
## [261,] 0.4827661                 0.23991828                        0.012876952
## [262,] 0.6638762                 0.30265589                        0.011822084
## [263,] 0.6482090                 0.62838879                        0.015799062
## [264,] 0.3337918                 0.52992164                        0.056664373
## [265,] 0.6465043                 0.62077078                        0.129794474
## [266,] 0.5325977                 0.67403524                        0.028539959
## [267,] 0.8313478                 0.79090321                        0.066042582
## [268,] 0.5812021                 0.61754211                        0.117786557
## [269,] 0.6560869                 0.81768680                        0.116289312
## [270,] 0.3750832                 0.74664989                        0.026039759
## [271,] 0.5750560                 0.14310835                        0.037897933
## [272,] 0.5280705                 0.93694407                        0.005573720
## [273,] 0.1846296                 0.89389284                        0.008392033
## [274,] 0.6261733                 0.10165404                        0.033743822
## [275,] 0.5484528                 0.73793211                        0.300920545
## [276,] 0.5748319                 0.40190636                        0.013613450
## [277,] 0.7436254                 0.71723767                        0.006595386
## [278,] 0.6252753                 0.77185795                        0.020086033
## [279,] 0.6754844                 0.45983720                        0.019929164
## [280,] 0.5181112                 0.45952963                        0.054705684
## [281,] 0.6769477                 0.60747715                        0.383710960
## [282,] 0.5590234                 0.81164916                        0.150049535
## [283,] 0.6157440                 0.29263985                        0.121527593
## [284,] 0.6679817                 0.53436432                        0.018349783
## [285,] 0.7793945                 0.54013223                        0.010316492
## [286,] 0.7426344                 0.65202009                        0.043593476
## [287,] 0.7343768                 0.13424870                        0.097037349
## [288,] 0.8670221                 0.11908989                        0.033163184
## [289,] 0.3628131                 0.79023631                        0.043504938
## [290,] 0.5229251                 0.40136878                        0.027860632
## [291,] 0.6663306                 0.55631130                        0.046998122
## [292,] 0.6235776                 0.77434061                        0.007302875
## [293,] 0.5173080                 0.37664864                        0.037407741
## [294,] 0.5917245                 0.37383150                        0.031145661
## [295,] 0.7562246                 0.81547558                        0.041627175
## [296,] 0.6146117                 0.65171017                        0.013297387
## [297,] 0.5447247                 0.57422475                        0.060058055
## [298,] 0.5462224                 0.57263512                        0.034574905
## [299,] 0.8617376                 0.77857878                        0.038087981
## [300,] 0.6350717                 0.49398717                        0.011027728
## [301,] 0.6973323                 0.60799570                        0.038477555
## [302,] 0.7088474                 0.75463327                        0.026373303
## [303,] 0.5877138                 0.84084660                        0.007895032
## [304,] 0.5578910                 0.66903086                        0.017839116
## [305,] 0.3256290                 0.28212292                        0.048441519
## [306,] 0.3093483                 0.23030016                        0.051421656
## [307,] 0.4960272                 0.89944514                        0.037757483
## [308,] 0.5126001                 0.99943375                        0.007514989
## [309,] 0.7534876                 0.48867592                        0.135672973
## [310,] 0.3267614                 0.74158948                        0.008189019
## [311,] 0.6457564                 0.74303340                        0.059984649
## [312,] 0.5415808                 0.44262788                        0.084878385
## [313,] 0.6508926                 0.46497411                        0.011050100
## [314,] 0.3654898                 0.46212458                        0.022053243
## [315,] 0.2850736                 0.81357733                        0.027458558
## [316,] 0.4569092                 0.63440411                        0.032359292
## [317,] 0.5693889                 0.25254409                        0.102227886
## [318,] 0.7195524                 0.75845307                        0.027134774
## [319,] 0.9407353                 0.76845940                        0.002948839
## [320,] 0.7197886                 0.45350238                        0.005065050
## [321,] 0.5969193                 0.53829506                        0.005524991
## [322,] 0.2997584                 0.74524923                        0.004692481
## [323,] 0.8038880                 0.37962209                        0.019915637
## [324,] 0.7935466                 0.32228082                        0.008366864
## [325,] 0.5671224                 1.00000000                        0.007138251
## [326,] 0.7222429                 0.83056691                        0.019583020
## [327,] 0.3563756                 0.22630647                        0.098309039
## [328,] 0.2497509                 0.54011397                        0.002456973
## [329,] 0.7392907                 0.27668360                        0.181145901
## [330,] 0.7482618                 0.27577500                        0.175810086
## [331,] 0.4175741                 0.61672149                        0.002696226
## [332,] 0.7677173                 0.60779556                        0.013461494
## [333,] 0.4562957                 0.96656752                        0.009624863
## [334,] 0.8601278                 0.77732697                        0.004629756
## [335,] 0.4844862                 0.98524676                        0.001618941
## [336,] 0.6352151                 0.46951329                        0.029902354
## [337,] 0.5779360                 0.41472999                        0.009782262
## [338,] 0.6756843                 0.48762731                        0.027038459
## [339,] 0.8509206                 0.67126467                        0.000000000
## [340,] 0.4109643                 0.62005428                        0.078457011
## [341,] 0.5790701                 0.25029141                        0.055270961
## [342,] 0.9428122                 0.55551990                        0.017972980
## [343,] 0.5495219                 0.20637931                        0.013195741
## [344,] 0.0000000                 0.05187527                        0.021546839
## [345,] 0.9421504                 0.86895567                        0.020673909
## [346,] 0.7496786                 0.25195446                        0.013585668
## [347,] 0.7697012                 0.51068352                        0.022221776
## [348,] 0.6481539                 0.64537748                        0.013413459
## [349,] 0.4549737                 0.41505888                        0.088088957
## [350,] 0.8948834                 0.59346064                        0.069296679
## [351,] 0.6652947                 0.83220508                        0.005058814
## [352,] 0.7709749                 0.26410555                        0.001133294
## [353,] 0.4391066                 0.98554161                        0.005803497
## [354,] 0.5685874                 0.69889627                        0.012535777
## [355,] 0.7931226                 0.51433109                        0.202213930
## [356,] 0.7603043                 0.21902222                        0.080123913
## [357,] 0.5867675                 0.88769398                        0.005169875
## [358,] 0.4238082                 0.76975192                        0.017800703
## [359,] 0.4037391                 0.47526313                        0.008395150
## [360,] 0.6989162                 0.30485200                        0.687166626
## [361,] 0.6040962                 0.59715218                        0.011646610
## [362,] 0.8353844                 0.54549844                        0.016054228
## [363,] 0.6825786                 0.68309097                        0.106578076
## [364,] 0.6805948                 0.56652378                        0.219950105
## [365,] 0.6553791                 0.68366132                        0.096428965
## [366,] 0.6735109                 0.78312038                        0.002123020
## [367,] 0.4861874                 0.41798777                        0.046129962
## [368,] 0.5780791                 0.63807827                        0.017769475
## [369,] 0.4627176                 0.29956258                        0.108925816
## [370,] 0.2954615                 0.42645503                        0.027205775
## [371,] 0.7960493                 0.10718525                        0.108203855
## [372,] 0.6257717                 0.66838779                        0.036786225
## [373,] 0.5494145                 0.82112585                        0.011302256
## [374,] 0.3444762                 0.74272898                        0.339097969
## [375,] 0.5657539                 0.79511496                        0.008622376
## [376,] 0.6841832                 0.49928838                        0.007266606
## [377,] 0.4829281                 0.61775210                        0.028624430
##        log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis
##   [1,]                                            2.397400e-01
##   [2,]                                            5.291152e-01
##   [3,]                                            1.567478e-01
##   [4,]                                            3.041208e-01
##   [5,]                                            2.724461e-01
##   [6,]                                            1.011191e-01
##   [7,]                                            9.593697e-02
##   [8,]                                            1.944605e-01
##   [9,]                                            2.995754e-01
##  [10,]                                            7.654610e-02
##  [11,]                                            4.126296e-01
##  [12,]                                            5.193603e-01
##  [13,]                                            2.490286e-01
##  [14,]                                            3.489580e-02
##  [15,]                                            1.514398e-03
##  [16,]                                            5.920399e-01
##  [17,]                                            4.913632e-01
##  [18,]                                            4.875785e-01
##  [19,]                                            4.211767e-01
##  [20,]                                            2.136526e-01
##  [21,]                                            1.664625e-01
##  [22,]                                            2.260464e-01
##  [23,]                                            4.517123e-01
##  [24,]                                            1.346540e-01
##  [25,]                                            1.442558e-01
##  [26,]                                            2.188339e-01
##  [27,]                                            2.571811e-01
##  [28,]                                            1.247451e-01
##  [29,]                                            4.808723e-01
##  [30,]                                            2.910870e-01
##  [31,]                                            5.388238e-02
##  [32,]                                            2.185788e-02
##  [33,]                                            4.150770e-01
##  [34,]                                            5.499199e-01
##  [35,]                                            3.085205e-01
##  [36,]                                            5.559479e-01
##  [37,]                                            5.050481e-01
##  [38,]                                            2.793902e-01
##  [39,]                                            4.170790e-01
##  [40,]                                            1.953189e-01
##  [41,]                                            7.000312e-02
##  [42,]                                            2.085855e-03
##  [43,]                                            2.775968e-01
##  [44,]                                            2.483991e-01
##  [45,]                                            3.887797e-01
##  [46,]                                            4.920587e-01
##  [47,]                                            1.376308e-01
##  [48,]                                            1.907841e-01
##  [49,]                                            5.274347e-01
##  [50,]                                            2.838181e-01
##  [51,]                                            5.953514e-02
##  [52,]                                            6.881742e-01
##  [53,]                                            6.709201e-02
##  [54,]                                            1.211548e-02
##  [55,]                                            1.652594e-01
##  [56,]                                            1.856614e-01
##  [57,]                                            7.218418e-01
##  [58,]                                            3.518289e-01
##  [59,]                                            3.005156e-01
##  [60,]                                            8.642406e-02
##  [61,]                                            2.054432e-01
##  [62,]                                            1.350720e-01
##  [63,]                                            3.826507e-01
##  [64,]                                            3.453309e-01
##  [65,]                                            1.096477e-01
##  [66,]                                            3.086905e-03
##  [67,]                                            1.687649e-01
##  [68,]                                            7.045832e-02
##  [69,]                                            2.985850e-01
##  [70,]                                            1.131773e-01
##  [71,]                                            2.045503e-02
##  [72,]                                            5.677450e-03
##  [73,]                                            6.758801e-02
##  [74,]                                            2.357491e-02
##  [75,]                                            1.022554e-01
##  [76,]                                            5.057729e-02
##  [77,]                                            9.218339e-01
##  [78,]                                            2.478097e-01
##  [79,]                                            2.872986e-01
##  [80,]                                            6.414137e-01
##  [81,]                                            1.899239e-01
##  [82,]                                            6.610884e-01
##  [83,]                                            7.827615e-05
##  [84,]                                            1.391387e-01
##  [85,]                                            2.191260e-01
##  [86,]                                            3.025414e-02
##  [87,]                                            2.287347e-03
##  [88,]                                            3.223380e-01
##  [89,]                                            4.929763e-01
##  [90,]                                            1.835810e-02
##  [91,]                                            1.848928e-01
##  [92,]                                            7.195333e-03
##  [93,]                                            2.029351e-01
##  [94,]                                            3.841140e-04
##  [95,]                                            2.570339e-01
##  [96,]                                            2.473318e-01
##  [97,]                                            1.004562e-03
##  [98,]                                            4.238887e-01
##  [99,]                                            5.570362e-01
## [100,]                                            2.718868e-01
## [101,]                                            3.278601e-04
## [102,]                                            3.489717e-04
## [103,]                                            2.232722e-01
## [104,]                                            1.851429e-01
## [105,]                                            9.627124e-02
## [106,]                                            2.728411e-01
## [107,]                                            5.100874e-02
## [108,]                                            7.162308e-02
## [109,]                                            5.363783e-02
## [110,]                                            1.176048e-02
## [111,]                                            3.303775e-01
## [112,]                                            2.102012e-01
## [113,]                                            6.587663e-02
## [114,]                                            2.077830e-01
## [115,]                                            1.359483e-03
## [116,]                                            2.824806e-02
## [117,]                                            3.527963e-01
## [118,]                                            3.410911e-03
## [119,]                                            4.067836e-01
## [120,]                                            4.350006e-01
## [121,]                                            6.045596e-01
## [122,]                                            2.439526e-01
## [123,]                                            4.951186e-01
## [124,]                                            2.515508e-01
## [125,]                                            2.161628e-02
## [126,]                                            1.595177e-01
## [127,]                                            3.721971e-01
## [128,]                                            8.613035e-01
## [129,]                                            1.791192e-02
## [130,]                                            1.408448e-01
## [131,]                                            2.848578e-03
## [132,]                                            1.427410e-03
## [133,]                                            2.136499e-01
## [134,]                                            1.487923e-02
## [135,]                                            6.184701e-04
## [136,]                                            1.187272e-01
## [137,]                                            0.000000e+00
## [138,]                                            7.094061e-02
## [139,]                                            3.709356e-01
## [140,]                                            2.881873e-01
## [141,]                                            1.628067e-02
## [142,]                                            3.237272e-02
## [143,]                                            1.338928e-02
## [144,]                                            1.336502e-01
## [145,]                                            7.554039e-02
## [146,]                                            2.819718e-01
## [147,]                                            4.387551e-01
## [148,]                                            3.858402e-01
## [149,]                                            3.651905e-02
## [150,]                                            3.069202e-01
## [151,]                                            4.607124e-03
## [152,]                                            2.435460e-01
## [153,]                                            1.504206e-02
## [154,]                                            5.272012e-01
## [155,]                                            7.901821e-02
## [156,]                                            2.804057e-01
## [157,]                                            1.230529e-01
## [158,]                                            1.151687e-01
## [159,]                                            5.151930e-02
## [160,]                                            6.130944e-01
## [161,]                                            1.698075e-01
## [162,]                                            2.898046e-03
## [163,]                                            2.514117e-01
## [164,]                                            5.949901e-01
## [165,]                                            1.013428e-01
## [166,]                                            1.513188e-02
## [167,]                                            4.697283e-01
## [168,]                                            8.059701e-03
## [169,]                                            3.944200e-01
## [170,]                                            1.993675e-01
## [171,]                                            1.948825e-01
## [172,]                                            3.576480e-01
## [173,]                                            4.463580e-01
## [174,]                                            4.223424e-01
## [175,]                                            1.263616e-02
## [176,]                                            1.538423e-01
## [177,]                                            1.071379e-01
## [178,]                                            1.017812e-01
## [179,]                                            3.667825e-02
## [180,]                                            1.014716e-01
## [181,]                                            1.103114e-01
## [182,]                                            3.009925e-01
## [183,]                                            3.526847e-01
## [184,]                                            4.573997e-01
## [185,]                                            2.426594e-02
## [186,]                                            4.155415e-02
## [187,]                                            2.976011e-01
## [188,]                                            3.872828e-02
## [189,]                                            1.198259e-01
## [190,]                                            5.334325e-01
## [191,]                                            4.382961e-01
## [192,]                                            1.599586e-01
## [193,]                                            2.283939e-01
## [194,]                                            4.568605e-01
## [195,]                                            1.998528e-02
## [196,]                                            5.053100e-02
## [197,]                                            2.634385e-01
## [198,]                                            4.264505e-01
## [199,]                                            2.407548e-01
## [200,]                                            1.978171e-01
## [201,]                                            4.193395e-01
## [202,]                                            7.797785e-01
## [203,]                                            1.787934e-01
## [204,]                                            3.949806e-03
## [205,]                                            3.173122e-01
## [206,]                                            6.905295e-01
## [207,]                                            2.297634e-02
## [208,]                                            2.008643e-01
## [209,]                                            4.677387e-01
## [210,]                                            2.384467e-01
## [211,]                                            2.702735e-01
## [212,]                                            3.907761e-01
## [213,]                                            1.223545e-01
## [214,]                                            3.540233e-01
## [215,]                                            5.419964e-02
## [216,]                                            3.315163e-01
## [217,]                                            4.131084e-01
## [218,]                                            3.876578e-02
## [219,]                                            1.802196e-01
## [220,]                                            9.659762e-03
## [221,]                                            1.216456e-02
## [222,]                                            3.260875e-03
## [223,]                                            7.002829e-02
## [224,]                                            1.368479e-02
## [225,]                                            1.682029e-01
## [226,]                                            4.642230e-01
## [227,]                                            2.452904e-01
## [228,]                                            2.288096e-01
## [229,]                                            9.022151e-02
## [230,]                                            3.594883e-01
## [231,]                                            5.326557e-01
## [232,]                                            2.286626e-01
## [233,]                                            6.414367e-02
## [234,]                                            5.085824e-02
## [235,]                                            4.498145e-01
## [236,]                                            2.284089e-01
## [237,]                                            3.322314e-01
## [238,]                                            1.849684e-02
## [239,]                                            1.950866e-01
## [240,]                                            6.940245e-02
## [241,]                                            1.239279e-01
## [242,]                                            2.097588e-01
## [243,]                                            5.041995e-01
## [244,]                                            7.679753e-01
## [245,]                                            2.066610e-01
## [246,]                                            1.556949e-01
## [247,]                                            4.593429e-01
## [248,]                                            2.115262e-02
## [249,]                                            2.292690e-02
## [250,]                                            7.294126e-01
## [251,]                                            6.709050e-02
## [252,]                                            8.129877e-01
## [253,]                                            6.294558e-01
## [254,]                                            1.553727e-02
## [255,]                                            4.978376e-01
## [256,]                                            4.675506e-01
## [257,]                                            2.923787e-01
## [258,]                                            3.573832e-01
## [259,]                                            5.647727e-02
## [260,]                                            2.148025e-01
## [261,]                                            1.812345e-02
## [262,]                                            9.380474e-02
## [263,]                                            2.351632e-01
## [264,]                                            6.682910e-02
## [265,]                                            2.738489e-01
## [266,]                                            2.518843e-01
## [267,]                                            4.182898e-01
## [268,]                                            2.024770e-01
## [269,]                                            3.309841e-01
## [270,]                                            4.746869e-01
## [271,]                                            4.015234e-03
## [272,]                                            4.879880e-01
## [273,]                                            6.676405e-01
## [274,]                                            1.145126e-02
## [275,]                                            3.135833e-01
## [276,]                                            5.305606e-02
## [277,]                                            7.403577e-01
## [278,]                                            2.203043e-01
## [279,]                                            1.080251e-01
## [280,]                                            4.364861e-02
## [281,]                                            4.333452e-02
## [282,]                                            2.453659e-01
## [283,]                                            4.538464e-04
## [284,]                                            4.649992e-02
## [285,]                                            2.993376e-01
## [286,]                                            2.565996e-01
## [287,]                                            4.258534e-04
## [288,]                                            5.672126e-03
## [289,]                                            2.536460e-01
## [290,]                                            4.504679e-02
## [291,]                                            2.280244e-01
## [292,]                                            5.588489e-01
## [293,]                                            1.056822e-01
## [294,]                                            1.856990e-01
## [295,]                                            7.001604e-01
## [296,]                                            2.368896e-01
## [297,]                                            1.428361e-01
## [298,]                                            3.469638e-01
## [299,]                                            5.089279e-01
## [300,]                                            1.371933e-01
## [301,]                                            2.441394e-01
## [302,]                                            5.284935e-01
## [303,]                                            5.205923e-01
## [304,]                                            2.893199e-01
## [305,]                                            4.987773e-03
## [306,]                                            1.704461e-03
## [307,]                                            2.954046e-01
## [308,]                                            8.529621e-01
## [309,]                                            1.084928e-01
## [310,]                                            3.428337e-01
## [311,]                                            2.428780e-01
## [312,]                                            1.626554e-02
## [313,]                                            5.677641e-02
## [314,]                                            4.401637e-02
## [315,]                                            4.481858e-01
## [316,]                                            8.365445e-02
## [317,]                                            1.337189e-03
## [318,]                                            4.222281e-01
## [319,]                                            3.969112e-01
## [320,]                                            2.638302e-01
## [321,]                                            7.707069e-02
## [322,]                                            7.050127e-01
## [323,]                                            5.505328e-02
## [324,]                                            1.414824e-03
## [325,]                                            1.000000e+00
## [326,]                                            4.289758e-01
## [327,]                                            3.942098e-03
## [328,]                                            3.070228e-01
## [329,]                                            3.192672e-02
## [330,]                                            2.975062e-03
## [331,]                                            2.083828e-01
## [332,]                                            2.881961e-01
## [333,]                                            5.529846e-01
## [334,]                                            5.272508e-01
## [335,]                                            9.032455e-01
## [336,]                                            9.825602e-02
## [337,]                                            1.196114e-01
## [338,]                                            9.697106e-02
## [339,]                                            8.506092e-01
## [340,]                                            1.720951e-01
## [341,]                                            1.561811e-02
## [342,]                                            1.649856e-01
## [343,]                                            7.960680e-03
## [344,]                                            4.596765e-02
## [345,]                                            4.588700e-01
## [346,]                                            1.365568e-02
## [347,]                                            2.813345e-01
## [348,]                                            6.685049e-02
## [349,]                                            1.031654e-01
## [350,]                                            2.932714e-01
## [351,]                                            6.846706e-01
## [352,]                                            8.237691e-02
## [353,]                                            7.311367e-01
## [354,]                                            2.619596e-01
## [355,]                                            1.096851e-01
## [356,]                                            5.680093e-03
## [357,]                                            6.549309e-01
## [358,]                                            2.816295e-01
## [359,]                                            1.181481e-01
## [360,]                                            5.448769e-03
## [361,]                                            3.335111e-01
## [362,]                                            9.119849e-02
## [363,]                                            2.585351e-01
## [364,]                                            1.474603e-01
## [365,]                                            3.415204e-01
## [366,]                                            5.461101e-01
## [367,]                                            3.668564e-02
## [368,]                                            2.577125e-01
## [369,]                                            1.899853e-03
## [370,]                                            1.408147e-01
## [371,]                                            3.309144e-03
## [372,]                                            1.941129e-01
## [373,]                                            4.702332e-01
## [374,]                                            1.863104e-01
## [375,]                                            3.965989e-01
## [376,]                                            1.389836e-01
## [377,]                                            8.361282e-02
##        log.sigma.2.0.mm.3D_glcm_Autocorrelation
##   [1,]                               0.22739667
##   [2,]                               0.26702929
##   [3,]                               0.18690357
##   [4,]                               0.18787704
##   [5,]                               0.54090756
##   [6,]                               0.36830579
##   [7,]                               0.12301294
##   [8,]                               0.13160235
##   [9,]                               0.20771317
##  [10,]                               0.16458380
##  [11,]                               0.15648333
##  [12,]                               0.31232978
##  [13,]                               0.09792871
##  [14,]                               0.54566998
##  [15,]                               0.07590787
##  [16,]                               0.22685672
##  [17,]                               0.32311155
##  [18,]                               0.18749169
##  [19,]                               0.23699527
##  [20,]                               0.34325763
##  [21,]                               0.15331663
##  [22,]                               0.31337246
##  [23,]                               0.20152499
##  [24,]                               0.29994754
##  [25,]                               0.29944764
##  [26,]                               0.21705690
##  [27,]                               0.24704822
##  [28,]                               1.00000000
##  [29,]                               0.21142902
##  [30,]                               0.20956139
##  [31,]                               0.22491677
##  [32,]                               0.25005507
##  [33,]                               0.26862437
##  [34,]                               0.13027665
##  [35,]                               0.13954482
##  [36,]                               0.21797931
##  [37,]                               0.21916805
##  [38,]                               0.15040274
##  [39,]                               0.23991414
##  [40,]                               0.21205750
##  [41,]                               0.34321718
##  [42,]                               0.20518744
##  [43,]                               0.19855109
##  [44,]                               0.21195318
##  [45,]                               0.14307725
##  [46,]                               0.58087796
##  [47,]                               0.24235033
##  [48,]                               0.22904749
##  [49,]                               0.08664445
##  [50,]                               0.34453820
##  [51,]                               0.35390531
##  [52,]                               0.20483109
##  [53,]                               0.12186084
##  [54,]                               0.05881942
##  [55,]                               0.09729431
##  [56,]                               0.19204272
##  [57,]                               0.09675918
##  [58,]                               0.12418914
##  [59,]                               0.20661241
##  [60,]                               0.22290225
##  [61,]                               0.07774257
##  [62,]                               0.32079711
##  [63,]                               0.14087585
##  [64,]                               0.16961986
##  [65,]                               0.20798886
##  [66,]                               0.24116306
##  [67,]                               0.18434124
##  [68,]                               0.06264678
##  [69,]                               0.10090540
##  [70,]                               0.02836364
##  [71,]                               0.14212317
##  [72,]                               0.21954013
##  [73,]                               0.20299707
##  [74,]                               0.10212276
##  [75,]                               0.22898188
##  [76,]                               0.23427995
##  [77,]                               0.16323061
##  [78,]                               0.25853235
##  [79,]                               0.21053520
##  [80,]                               0.48889322
##  [81,]                               0.34863283
##  [82,]                               0.18646052
##  [83,]                               0.12241468
##  [84,]                               0.29298867
##  [85,]                               0.26479314
##  [86,]                               0.08809622
##  [87,]                               0.18251985
##  [88,]                               0.17563050
##  [89,]                               0.45515585
##  [90,]                               0.07686323
##  [91,]                               0.16839053
##  [92,]                               0.10459395
##  [93,]                               0.34615861
##  [94,]                               0.16912016
##  [95,]                               0.00000000
##  [96,]                               0.20274210
##  [97,]                               0.10396622
##  [98,]                               0.30910981
##  [99,]                               0.27312951
## [100,]                               0.10985635
## [101,]                               0.23455317
## [102,]                               0.25674746
## [103,]                               0.33229630
## [104,]                               0.27349973
## [105,]                               0.12887155
## [106,]                               0.18597258
## [107,]                               0.32252025
## [108,]                               0.21974515
## [109,]                               0.28392071
## [110,]                               0.23446560
## [111,]                               0.12795939
## [112,]                               0.31443633
## [113,]                               0.19826231
## [114,]                               0.23637916
## [115,]                               0.06853056
## [116,]                               0.10386332
## [117,]                               0.72374842
## [118,]                               0.14498854
## [119,]                               0.31290429
## [120,]                               0.45131787
## [121,]                               0.11905775
## [122,]                               0.19339631
## [123,]                               0.17048018
## [124,]                               0.12926496
## [125,]                               0.17019578
## [126,]                               0.19731091
## [127,]                               0.27811836
## [128,]                               0.09370489
## [129,]                               0.05962821
## [130,]                               0.31740938
## [131,]                               0.22936348
## [132,]                               0.10354313
## [133,]                               0.41414793
## [134,]                               0.06629025
## [135,]                               0.33294857
## [136,]                               0.72582536
## [137,]                               0.30202120
## [138,]                               0.19327667
## [139,]                               0.24769933
## [140,]                               0.06086743
## [141,]                               0.13166234
## [142,]                               0.22553526
## [143,]                               0.09006077
## [144,]                               0.18242836
## [145,]                               0.32823731
## [146,]                               0.04996459
## [147,]                               0.40445273
## [148,]                               0.32198584
## [149,]                               0.21056035
## [150,]                               0.07865155
## [151,]                               0.17688791
## [152,]                               0.16626029
## [153,]                               0.24363568
## [154,]                               0.28428039
## [155,]                               0.13137520
## [156,]                               0.77016828
## [157,]                               0.04228281
## [158,]                               0.04249172
## [159,]                               0.09286968
## [160,]                               0.13557964
## [161,]                               0.10955052
## [162,]                               0.04996506
## [163,]                               0.25656238
## [164,]                               0.20377917
## [165,]                               0.36312999
## [166,]                               0.30592182
## [167,]                               0.17727342
## [168,]                               0.16860762
## [169,]                               0.22419545
## [170,]                               0.25901864
## [171,]                               0.15196124
## [172,]                               0.18716518
## [173,]                               0.24575265
## [174,]                               0.12430167
## [175,]                               0.12101395
## [176,]                               0.18604687
## [177,]                               0.16782275
## [178,]                               0.47105284
## [179,]                               0.15112186
## [180,]                               0.24553878
## [181,]                               0.30166140
## [182,]                               0.10163802
## [183,]                               0.59299339
## [184,]                               0.12635246
## [185,]                               0.16160369
## [186,]                               0.18396156
## [187,]                               0.30814563
## [188,]                               0.09111450
## [189,]                               0.08715903
## [190,]                               0.19943428
## [191,]                               0.19021041
## [192,]                               0.13857735
## [193,]                               0.17498864
## [194,]                               0.33953440
## [195,]                               0.31853028
## [196,]                               0.19615148
## [197,]                               0.32884556
## [198,]                               0.12840028
## [199,]                               0.10752761
## [200,]                               0.28162417
## [201,]                               0.36851768
## [202,]                               0.15799176
## [203,]                               0.52337586
## [204,]                               0.08317401
## [205,]                               0.22882034
## [206,]                               0.11905422
## [207,]                               0.08099917
## [208,]                               0.14949895
## [209,]                               0.05371290
## [210,]                               0.16684896
## [211,]                               0.19247020
## [212,]                               0.14924609
## [213,]                               0.05658821
## [214,]                               0.10506260
## [215,]                               0.14960113
## [216,]                               0.06886717
## [217,]                               0.20363189
## [218,]                               0.25869535
## [219,]                               0.28786164
## [220,]                               0.14042013
## [221,]                               0.13711129
## [222,]                               0.09705437
## [223,]                               0.09628840
## [224,]                               0.19595518
## [225,]                               0.36078933
## [226,]                               0.28821016
## [227,]                               0.14543515
## [228,]                               0.15578856
## [229,]                               0.12696527
## [230,]                               0.31282222
## [231,]                               0.17913953
## [232,]                               0.13672441
## [233,]                               0.14032024
## [234,]                               0.22216623
## [235,]                               0.11050892
## [236,]                               0.11454602
## [237,]                               0.21057178
## [238,]                               0.19354436
## [239,]                               0.18417554
## [240,]                               0.11916230
## [241,]                               0.44707106
## [242,]                               0.16007461
## [243,]                               0.07630217
## [244,]                               0.09731927
## [245,]                               0.17205626
## [246,]                               0.12751219
## [247,]                               0.14129597
## [248,]                               0.10385697
## [249,]                               0.12398063
## [250,]                               0.24864827
## [251,]                               0.26154218
## [252,]                               0.05343136
## [253,]                               0.06269036
## [254,]                               0.05238492
## [255,]                               0.17133429
## [256,]                               0.23582877
## [257,]                               0.18875968
## [258,]                               0.24312349
## [259,]                               0.25782158
## [260,]                               0.19571483
## [261,]                               0.16692319
## [262,]                               0.14256846
## [263,]                               0.24742863
## [264,]                               0.18307348
## [265,]                               0.22474728
## [266,]                               0.21165338
## [267,]                               0.15478959
## [268,]                               0.24783462
## [269,]                               0.48994185
## [270,]                               0.33423038
## [271,]                               0.11762399
## [272,]                               0.18382357
## [273,]                               0.28712724
## [274,]                               0.23934933
## [275,]                               0.81127541
## [276,]                               0.13456373
## [277,]                               0.03416199
## [278,]                               0.18098407
## [279,]                               0.23108398
## [280,]                               0.18445620
## [281,]                               0.35055576
## [282,]                               0.24982771
## [283,]                               0.21967699
## [284,]                               0.11205315
## [285,]                               0.10506144
## [286,]                               0.43111991
## [287,]                               0.09292470
## [288,]                               0.20924706
## [289,]                               0.20123575
## [290,]                               0.25399829
## [291,]                               0.15539764
## [292,]                               0.15470858
## [293,]                               0.06531252
## [294,]                               0.16463584
## [295,]                               0.09187081
## [296,]                               0.23655345
## [297,]                               0.14614230
## [298,]                               0.08148734
## [299,]                               0.15171061
## [300,]                               0.08086853
## [301,]                               0.14731478
## [302,]                               0.41066440
## [303,]                               0.20685847
## [304,]                               0.12045595
## [305,]                               0.15927025
## [306,]                               0.11222577
## [307,]                               0.37887013
## [308,]                               0.11333801
## [309,]                               0.15388908
## [310,]                               0.10387583
## [311,]                               0.24996017
## [312,]                               0.22697739
## [313,]                               0.11449861
## [314,]                               0.18126290
## [315,]                               0.14527088
## [316,]                               0.21706613
## [317,]                               0.12584832
## [318,]                               0.29061733
## [319,]                               0.16308437
## [320,]                               0.09323431
## [321,]                               0.08391566
## [322,]                               0.14119734
## [323,]                               0.20134506
## [324,]                               0.08727651
## [325,]                               0.09608480
## [326,]                               0.16636992
## [327,]                               0.16200318
## [328,]                               0.06134906
## [329,]                               0.14722959
## [330,]                               0.25337807
## [331,]                               0.15915405
## [332,]                               0.13762141
## [333,]                               0.19373961
## [334,]                               0.16612623
## [335,]                               0.13946000
## [336,]                               0.17760516
## [337,]                               0.09901064
## [338,]                               0.37803756
## [339,]                               0.01762596
## [340,]                               0.19133196
## [341,]                               0.04786117
## [342,]                               0.16866620
## [343,]                               0.01250506
## [344,]                               0.02017745
## [345,]                               0.20726231
## [346,]                               0.07552193
## [347,]                               0.09837105
## [348,]                               0.18310458
## [349,]                               0.10814226
## [350,]                               0.08690753
## [351,]                               0.08990699
## [352,]                               0.11722545
## [353,]                               0.24600933
## [354,]                               0.14527502
## [355,]                               0.27026965
## [356,]                               0.21876233
## [357,]                               0.15403673
## [358,]                               0.20051991
## [359,]                               0.23074406
## [360,]                               0.42630329
## [361,]                               0.14375592
## [362,]                               0.17188720
## [363,]                               0.21526783
## [364,]                               0.12427153
## [365,]                               0.22586064
## [366,]                               0.14796358
## [367,]                               0.07872916
## [368,]                               0.15227323
## [369,]                               0.07551547
## [370,]                               0.07142843
## [371,]                               0.18607713
## [372,]                               0.27243700
## [373,]                               0.23062690
## [374,]                               0.84416983
## [375,]                               0.22256851
## [376,]                               0.08275056
## [377,]                               0.19429023
##        log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis
##   [1,]                                             0.002111614
##   [2,]                                             0.008060090
##   [3,]                                             0.022669071
##   [4,]                                             0.019655183
##   [5,]                                             0.015907643
##   [6,]                                             0.014486345
##   [7,]                                             0.027625905
##   [8,]                                             0.008827445
##   [9,]                                             0.033239580
##  [10,]                                             0.031023070
##  [11,]                                             0.014023152
##  [12,]                                             0.010918874
##  [13,]                                             0.020309752
##  [14,]                                             0.116756888
##  [15,]                                             0.019102911
##  [16,]                                             0.020832415
##  [17,]                                             0.024626911
##  [18,]                                             0.041817827
##  [19,]                                             0.016816147
##  [20,]                                             0.013294692
##  [21,]                                             0.015891545
##  [22,]                                             0.041309901
##  [23,]                                             0.039565569
##  [24,]                                             0.050932813
##  [25,]                                             0.011065685
##  [26,]                                             0.056592763
##  [27,]                                             0.025650463
##  [28,]                                             0.000000000
##  [29,]                                             0.041145742
##  [30,]                                             0.003955652
##  [31,]                                             0.041158642
##  [32,]                                             0.012835296
##  [33,]                                             0.039860982
##  [34,]                                             0.016192171
##  [35,]                                             0.035884658
##  [36,]                                             0.024432033
##  [37,]                                             0.016638641
##  [38,]                                             0.063426415
##  [39,]                                             0.010322188
##  [40,]                                             0.010346201
##  [41,]                                             0.009799663
##  [42,]                                             0.026753757
##  [43,]                                             0.079981619
##  [44,]                                             0.024673389
##  [45,]                                             0.036706097
##  [46,]                                             0.048808043
##  [47,]                                             0.013282673
##  [48,]                                             0.037785259
##  [49,]                                             0.039177288
##  [50,]                                             0.010790333
##  [51,]                                             0.031002540
##  [52,]                                             0.022569207
##  [53,]                                             0.227949996
##  [54,]                                             0.088896794
##  [55,]                                             0.042408424
##  [56,]                                             0.028296937
##  [57,]                                             0.034577759
##  [58,]                                             0.042204535
##  [59,]                                             0.045948690
##  [60,]                                             0.024210490
##  [61,]                                             0.017151802
##  [62,]                                             0.011999755
##  [63,]                                             0.035188155
##  [64,]                                             0.014148173
##  [65,]                                             0.035590157
##  [66,]                                             0.043493717
##  [67,]                                             0.015003050
##  [68,]                                             0.026730818
##  [69,]                                             0.078958004
##  [70,]                                             0.055826889
##  [71,]                                             0.016657962
##  [72,]                                             0.016699929
##  [73,]                                             0.016136206
##  [74,]                                             0.716496209
##  [75,]                                             0.017908296
##  [76,]                                             0.058084137
##  [77,]                                             0.048416683
##  [78,]                                             0.036804077
##  [79,]                                             0.016275385
##  [80,]                                             0.063381512
##  [81,]                                             0.023951967
##  [82,]                                             0.017957703
##  [83,]                                             0.044669961
##  [84,]                                             0.037081342
##  [85,]                                             0.039229696
##  [86,]                                             0.010055429
##  [87,]                                             0.013434582
##  [88,]                                             0.020462196
##  [89,]                                             0.037535925
##  [90,]                                             0.031362705
##  [91,]                                             0.044818293
##  [92,]                                             0.106992972
##  [93,]                                             0.017204633
##  [94,]                                             0.057675287
##  [95,]                                             0.435531210
##  [96,]                                             0.014318363
##  [97,]                                             0.021649412
##  [98,]                                             0.013358747
##  [99,]                                             0.057156523
## [100,]                                             0.046205176
## [101,]                                             0.044506422
## [102,]                                             0.039925309
## [103,]                                             0.032204952
## [104,]                                             0.031188819
## [105,]                                             0.030253948
## [106,]                                             0.023589750
## [107,]                                             0.012030537
## [108,]                                             0.030745634
## [109,]                                             0.049846520
## [110,]                                             0.021099267
## [111,]                                             0.116518960
## [112,]                                             0.022278032
## [113,]                                             0.019659994
## [114,]                                             0.024720169
## [115,]                                             0.036852915
## [116,]                                             0.036728531
## [117,]                                             0.010641715
## [118,]                                             0.014514825
## [119,]                                             0.010628116
## [120,]                                             0.034156867
## [121,]                                             0.047551060
## [122,]                                             0.006800824
## [123,]                                             0.010659449
## [124,]                                             0.029360549
## [125,]                                             0.015160108
## [126,]                                             0.027972876
## [127,]                                             0.019744108
## [128,]                                             0.071110506
## [129,]                                             0.014004982
## [130,]                                             0.047910134
## [131,]                                             0.026086586
## [132,]                                             0.010309808
## [133,]                                             0.021191442
## [134,]                                             0.464613527
## [135,]                                             0.311201632
## [136,]                                             0.014010905
## [137,]                                             0.043632718
## [138,]                                             0.049900785
## [139,]                                             0.059152444
## [140,]                                             0.022685744
## [141,]                                             0.017124414
## [142,]                                             0.041219566
## [143,]                                             0.096472763
## [144,]                                             0.011745326
## [145,]                                             0.020396877
## [146,]                                             0.028837925
## [147,]                                             0.068668926
## [148,]                                             0.009452756
## [149,]                                             0.035473544
## [150,]                                             0.038994803
## [151,]                                             0.024443529
## [152,]                                             0.010941888
## [153,]                                             0.051393586
## [154,]                                             0.016896374
## [155,]                                             0.012705552
## [156,]                                             0.059309263
## [157,]                                             0.038813345
## [158,]                                             0.339231253
## [159,]                                             0.002633977
## [160,]                                             0.030021829
## [161,]                                             0.027637033
## [162,]                                             0.028119109
## [163,]                                             0.035602699
## [164,]                                             0.027761837
## [165,]                                             0.006349109
## [166,]                                             1.000000000
## [167,]                                             0.028776840
## [168,]                                             0.061462170
## [169,]                                             0.013476808
## [170,]                                             0.007386141
## [171,]                                             0.020383786
## [172,]                                             0.028211357
## [173,]                                             0.031246417
## [174,]                                             0.023823819
## [175,]                                             0.034597778
## [176,]                                             0.013049889
## [177,]                                             0.012772486
## [178,]                                             0.015712113
## [179,]                                             0.045715848
## [180,]                                             0.016657918
## [181,]                                             0.006714941
## [182,]                                             0.008771833
## [183,]                                             0.030683401
## [184,]                                             0.035682066
## [185,]                                             0.019736704
## [186,]                                             0.014770991
## [187,]                                             0.074812257
## [188,]                                             0.028096134
## [189,]                                             0.029643760
## [190,]                                             0.020807495
## [191,]                                             0.028260439
## [192,]                                             0.039658361
## [193,]                                             0.019591363
## [194,]                                             0.041603832
## [195,]                                             0.029288500
## [196,]                                             0.060286233
## [197,]                                             0.027467311
## [198,]                                             0.034113631
## [199,]                                             0.033302033
## [200,]                                             0.041181187
## [201,]                                             0.014281465
## [202,]                                             0.034310299
## [203,]                                             0.030845312
## [204,]                                             0.027011136
## [205,]                                             0.093044293
## [206,]                                             0.050205517
## [207,]                                             0.020017372
## [208,]                                             0.008354282
## [209,]                                             0.220086462
## [210,]                                             0.007989875
## [211,]                                             0.009326443
## [212,]                                             0.016029716
## [213,]                                             0.012822717
## [214,]                                             0.066099828
## [215,]                                             0.058897597
## [216,]                                             0.056602587
## [217,]                                             0.025298304
## [218,]                                             0.017870573
## [219,]                                             0.013116664
## [220,]                                             0.038951646
## [221,]                                             0.022186217
## [222,]                                             0.031536962
## [223,]                                             0.098187824
## [224,]                                             0.009484911
## [225,]                                             0.037313514
## [226,]                                             0.023098578
## [227,]                                             0.017908988
## [228,]                                             0.206594198
## [229,]                                             0.034333813
## [230,]                                             0.021856175
## [231,]                                             0.072542713
## [232,]                                             0.024921456
## [233,]                                             0.012428351
## [234,]                                             0.053837521
## [235,]                                             0.140219845
## [236,]                                             0.053117098
## [237,]                                             0.055257898
## [238,]                                             0.102982394
## [239,]                                             0.029569387
## [240,]                                             0.049618040
## [241,]                                             0.004748388
## [242,]                                             0.029951842
## [243,]                                             0.087348137
## [244,]                                             0.050171920
## [245,]                                             0.194142225
## [246,]                                             0.039905857
## [247,]                                             0.083280758
## [248,]                                             0.035384841
## [249,]                                             0.060687276
## [250,]                                             0.039447594
## [251,]                                             0.022848826
## [252,]                                             0.090483798
## [253,]                                             0.108191822
## [254,]                                             0.446564630
## [255,]                                             0.029706398
## [256,]                                             0.028658331
## [257,]                                             0.024617960
## [258,]                                             0.034348330
## [259,]                                             0.016107978
## [260,]                                             0.023937512
## [261,]                                             0.094290346
## [262,]                                             0.043552847
## [263,]                                             0.017094815
## [264,]                                             0.008680453
## [265,]                                             0.058345794
## [266,]                                             0.068594804
## [267,]                                             0.031242806
## [268,]                                             0.028377687
## [269,]                                             0.160954450
## [270,]                                             0.062925785
## [271,]                                             0.126713113
## [272,]                                             0.014795438
## [273,]                                             0.080140053
## [274,]                                             0.150997140
## [275,]                                             0.035307841
## [276,]                                             0.024918256
## [277,]                                             0.276593160
## [278,]                                             0.006278457
## [279,]                                             0.017118402
## [280,]                                             0.070819397
## [281,]                                             0.018780845
## [282,]                                             0.028698717
## [283,]                                             0.019818668
## [284,]                                             0.019117395
## [285,]                                             0.086683720
## [286,]                                             0.060009772
## [287,]                                             0.079848690
## [288,]                                             0.042768063
## [289,]                                             0.023782789
## [290,]                                             0.028351006
## [291,]                                             0.029238887
## [292,]                                             0.040141606
## [293,]                                             0.018576283
## [294,]                                             0.052199889
## [295,]                                             0.054187292
## [296,]                                             0.030644151
## [297,]                                             0.024233381
## [298,]                                             0.104063598
## [299,]                                             0.058656835
## [300,]                                             0.031659970
## [301,]                                             0.016498661
## [302,]                                             0.036240609
## [303,]                                             0.028874231
## [304,]                                             0.056101072
## [305,]                                             0.023470063
## [306,]                                             0.034800330
## [307,]                                             0.020086595
## [308,]                                             0.027443214
## [309,]                                             0.034956561
## [310,]                                             0.021593772
## [311,]                                             0.021110223
## [312,]                                             0.021395658
## [313,]                                             0.019646097
## [314,]                                             0.032333225
## [315,]                                             0.026798757
## [316,]                                             0.043022469
## [317,]                                             0.022447576
## [318,]                                             0.029689885
## [319,]                                             0.041853975
## [320,]                                             0.108703371
## [321,]                                             0.017919921
## [322,]                                             0.393831961
## [323,]                                             0.070481699
## [324,]                                             0.020310092
## [325,]                                             0.056186716
## [326,]                                             0.022685126
## [327,]                                             0.042557319
## [328,]                                             0.044887389
## [329,]                                             0.489664966
## [330,]                                             0.083108586
## [331,]                                             0.020857524
## [332,]                                             0.035273046
## [333,]                                             0.008737958
## [334,]                                             0.045970933
## [335,]                                             0.065786919
## [336,]                                             0.079059920
## [337,]                                             0.012285705
## [338,]                                             0.040583911
## [339,]                                             0.419546405
## [340,]                                             0.015997628
## [341,]                                             0.050332557
## [342,]                                             0.026989021
## [343,]                                             0.030213259
## [344,]                                             0.049319995
## [345,]                                             0.017398991
## [346,]                                             0.040844375
## [347,]                                             0.035495092
## [348,]                                             0.009040554
## [349,]                                             0.073289363
## [350,]                                             0.035792302
## [351,]                                             0.064611689
## [352,]                                             0.149082849
## [353,]                                             0.056770699
## [354,]                                             0.019225914
## [355,]                                             0.084213745
## [356,]                                             0.070769208
## [357,]                                             0.017302589
## [358,]                                             0.034940283
## [359,]                                             0.044041286
## [360,]                                             0.044293083
## [361,]                                             0.043627540
## [362,]                                             0.019800361
## [363,]                                             0.120785943
## [364,]                                             0.020981750
## [365,]                                             0.046117324
## [366,]                                             0.039243942
## [367,]                                             0.016673146
## [368,]                                             0.030801183
## [369,]                                             0.028168105
## [370,]                                             0.031420915
## [371,]                                             0.061849514
## [372,]                                             0.023571114
## [373,]                                             0.022908570
## [374,]                                             0.010168379
## [375,]                                             0.038461027
## [376,]                                             0.015292222
## [377,]                                             0.011627713
##        wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis
##   [1,]                                      0.708030364
##   [2,]                                      0.833237597
##   [3,]                                      0.484630566
##   [4,]                                      0.667604219
##   [5,]                                      0.828654917
##   [6,]                                      0.564357634
##   [7,]                                      0.445906906
##   [8,]                                      0.548835444
##   [9,]                                      0.677169945
##  [10,]                                      0.527538110
##  [11,]                                      0.586254277
##  [12,]                                      0.747084250
##  [13,]                                      0.511034502
##  [14,]                                      0.255040132
##  [15,]                                      0.254401139
##  [16,]                                      0.696936178
##  [17,]                                      0.725956061
##  [18,]                                      0.823186173
##  [19,]                                      0.749336912
##  [20,]                                      0.638011935
##  [21,]                                      0.449008902
##  [22,]                                      0.673969118
##  [23,]                                      0.793576943
##  [24,]                                      0.646840496
##  [25,]                                      0.786770485
##  [26,]                                      0.606126520
##  [27,]                                      0.835600745
##  [28,]                                      0.890880957
##  [29,]                                      0.751645127
##  [30,]                                      0.693878002
##  [31,]                                      0.698860412
##  [32,]                                      0.313895722
##  [33,]                                      0.763241846
##  [34,]                                      0.781655491
##  [35,]                                      0.630767551
##  [36,]                                      0.928200664
##  [37,]                                      0.871688927
##  [38,]                                      0.546487227
##  [39,]                                      0.746042444
##  [40,]                                      0.508019752
##  [41,]                                      0.591756992
##  [42,]                                      0.161782822
##  [43,]                                      0.388236788
##  [44,]                                      0.723626507
##  [45,]                                      0.614693187
##  [46,]                                      0.801813048
##  [47,]                                      0.653965420
##  [48,]                                      0.642040268
##  [49,]                                      0.622901001
##  [50,]                                      0.530042238
##  [51,]                                      0.672103014
##  [52,]                                      0.757605031
##  [53,]                                      0.165330219
##  [54,]                                      0.348141810
##  [55,]                                      0.496146377
##  [56,]                                      0.516920432
##  [57,]                                      0.915001005
##  [58,]                                      0.561347718
##  [59,]                                      0.568886344
##  [60,]                                      0.529252255
##  [61,]                                      0.542165629
##  [62,]                                      0.535133029
##  [63,]                                      0.718386748
##  [64,]                                      0.731863373
##  [65,]                                      0.769035651
##  [66,]                                      0.324743896
##  [67,]                                      0.616576568
##  [68,]                                      0.361879030
##  [69,]                                      0.614337943
##  [70,]                                      0.339662812
##  [71,]                                      0.431623472
##  [72,]                                      0.375742323
##  [73,]                                      0.525273780
##  [74,]                                      0.003322634
##  [75,]                                      0.492741296
##  [76,]                                      0.055510453
##  [77,]                                      0.945066085
##  [78,]                                      0.671055240
##  [79,]                                      0.678696697
##  [80,]                                      0.949969454
##  [81,]                                      0.730515133
##  [82,]                                      0.821739826
##  [83,]                                      0.106216924
##  [84,]                                      0.631538350
##  [85,]                                      0.658063405
##  [86,]                                      0.309029068
##  [87,]                                      0.316540138
##  [88,]                                      0.748204147
##  [89,]                                      0.806822877
##  [90,]                                      0.265503871
##  [91,]                                      0.617069483
##  [92,]                                      0.298952640
##  [93,]                                      0.677040623
##  [94,]                                      0.111178031
##  [95,]                                      0.553887559
##  [96,]                                      0.611642063
##  [97,]                                      0.200368318
##  [98,]                                      0.761437266
##  [99,]                                      0.781011389
## [100,]                                      0.685420033
## [101,]                                      0.323880101
## [102,]                                      0.116026312
## [103,]                                      0.627648794
## [104,]                                      0.614963465
## [105,]                                      0.358932195
## [106,]                                      0.656278426
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##        wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis
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## [263,]                                          0.0075515234
## [264,]                                          0.0214560698
## [265,]                                          0.0806568838
## [266,]                                          0.0107713223
## [267,]                                          0.0582973063
## [268,]                                          0.0998363920
## [269,]                                          0.0318929021
## [270,]                                          0.0150253092
## [271,]                                          0.0122120404
## [272,]                                          0.0103364822
## [273,]                                          0.0048033334
## [274,]                                          0.0115263235
## [275,]                                          0.1096225019
## [276,]                                          0.0050149567
## [277,]                                          0.0084738402
## [278,]                                          0.0077250663
## [279,]                                          0.0091529207
## [280,]                                          0.0182298772
## [281,]                                          0.1605182531
## [282,]                                          0.0361824312
## [283,]                                          0.0293338342
## [284,]                                          0.0078220004
## [285,]                                          0.0050155106
## [286,]                                          0.0177621231
## [287,]                                          0.0172692445
## [288,]                                          0.0110474333
## [289,]                                          0.0159369756
## [290,]                                          0.0091495447
## [291,]                                          0.0149869302
## [292,]                                          0.0056702843
## [293,]                                          0.0165213485
## [294,]                                          0.0071467644
## [295,]                                          0.0149573228
## [296,]                                          0.0087008870
## [297,]                                          0.0219749681
## [298,]                                          0.0220276746
## [299,]                                          0.0108958654
## [300,]                                          0.0088252946
## [301,]                                          0.0244909524
## [302,]                                          0.0247265179
## [303,]                                          0.0192945121
## [304,]                                          0.0161872978
## [305,]                                          0.0114833948
## [306,]                                          0.0113096546
## [307,]                                          0.0148464934
## [308,]                                          0.0115149942
## [309,]                                          0.0866987826
## [310,]                                          0.0069659842
## [311,]                                          0.0177931677
## [312,]                                          0.0214806886
## [313,]                                          0.0030111613
## [314,]                                          0.0072911459
## [315,]                                          0.0194184236
## [316,]                                          0.0108036762
## [317,]                                          0.0169088715
## [318,]                                          0.0101235709
## [319,]                                          0.0021678368
## [320,]                                          0.0022068840
## [321,]                                          0.0028536975
## [322,]                                          0.0035403642
## [323,]                                          0.0085880753
## [324,]                                          0.0021766041
## [325,]                                          0.0049184558
## [326,]                                          0.0061494337
## [327,]                                          0.0192591335
## [328,]                                          0.0052340366
## [329,]                                          0.0639960360
## [330,]                                          0.0281143242
## [331,]                                          0.0019730141
## [332,]                                          0.0093556575
## [333,]                                          0.0086282781
## [334,]                                          0.0024910996
## [335,]                                          0.0021018252
## [336,]                                          0.0079693685
## [337,]                                          0.0035189541
## [338,]                                          0.0083575994
## [339,]                                          0.0009931837
## [340,]                                          0.0090728742
## [341,]                                          0.0195709709
## [342,]                                          0.0056559733
## [343,]                                          0.0074914757
## [344,]                                          0.0070011905
## [345,]                                          0.0111805976
## [346,]                                          0.0060645072
## [347,]                                          0.0081216967
## [348,]                                          0.0081299339
## [349,]                                          0.0438388192
## [350,]                                          0.0386646360
## [351,]                                          0.0082871256
## [352,]                                          0.0000000000
## [353,]                                          0.0037199341
## [354,]                                          0.0067248792
## [355,]                                          0.0573782705
## [356,]                                          0.0427848625
## [357,]                                          0.0035579569
## [358,]                                          0.0064947550
## [359,]                                          0.0046406126
## [360,]                                          0.1057534027
## [361,]                                          0.0057766701
## [362,]                                          0.0094070698
## [363,]                                          0.0795955956
## [364,]                                          0.0758246713
## [365,]                                          0.0596102396
## [366,]                                          0.0030555618
## [367,]                                          0.0186070923
## [368,]                                          0.0103203732
## [369,]                                          0.0746553991
## [370,]                                          0.0100937949
## [371,]                                          0.0393509834
## [372,]                                          0.0139557443
## [373,]                                          0.0032586082
## [374,]                                          0.0683234957
## [375,]                                          0.0040894915
## [376,]                                          0.0030258620
## [377,]                                          0.0089389107
##        wavelet.HHH_glszm_GrayLevelNonUniformity
##   [1,]                              0.026717022
##   [2,]                              0.255653696
##   [3,]                              0.185367187
##   [4,]                              0.019507157
##   [5,]                              0.243163986
##   [6,]                              0.618837529
##   [7,]                              0.007447881
##   [8,]                              0.210237997
##   [9,]                              0.153401000
##  [10,]                              0.022282455
##  [11,]                              0.168074765
##  [12,]                              1.000000000
##  [13,]                              0.007447881
##  [14,]                              0.007447881
##  [15,]                              0.019110453
##  [16,]                              0.082394205
##  [17,]                              0.744968172
##  [18,]                              0.051252597
##  [19,]                              0.063183800
##  [20,]                              0.186307241
##  [21,]                              0.053799725
##  [22,]                              0.162354706
##  [23,]                              0.050664458
##  [24,]                              0.007447881
##  [25,]                              0.020264338
##  [26,]                              0.034205167
##  [27,]                              0.022282455
##  [28,]                              0.225613416
##  [29,]                              0.047525555
##  [30,]                              0.035564425
##  [31,]                              0.055365998
##  [32,]                              0.005587831
##  [33,]                              0.075221627
##  [34,]                              0.053172962
##  [35,]                              0.019815664
##  [36,]                              0.079786706
##  [37,]                              0.034359662
##  [38,]                              0.017840611
##  [39,]                              0.025978432
##  [40,]                              0.017346623
##  [41,]                              0.277961369
##  [42,]                              0.016729011
##  [43,]                              0.082394205
##  [44,]                              0.067253709
##  [45,]                              0.008935001
##  [46,]                              0.042915239
##  [47,]                              0.078286256
##  [48,]                              0.016729011
##  [49,]                              0.005587831
##  [50,]                              0.725897003
##  [51,]                              0.017840611
##  [52,]                              0.041236812
##  [53,]                              0.007447881
##  [54,]                              0.015934731
##  [55,]                              0.000000000
##  [56,]                              0.000000000
##  [57,]                              0.032127203
##  [58,]                              0.007447881
##  [59,]                              0.013948011
##  [60,]                              0.000000000
##  [61,]                              0.000000000
##  [62,]                              0.106263028
##  [63,]                              0.007447881
##  [64,]                              0.022282455
##  [65,]                              0.028615330
##  [66,]                              0.007447881
##  [67,]                              0.022282455
##  [68,]                              0.007447881
##  [69,]                              0.016729011
##  [70,]                              0.000000000
##  [71,]                              0.007447881
##  [72,]                              0.176996775
##  [73,]                              0.022282455
##  [74,]                              0.000000000
##  [75,]                              0.088952416
##  [76,]                              0.005587831
##  [77,]                              0.016729011
##  [78,]                              0.011164152
##  [79,]                              0.007447881
##  [80,]                              0.089323858
##  [81,]                              0.174238884
##  [82,]                              0.088050133
##  [83,]                              0.000000000
##  [84,]                              0.047525555
##  [85,]                              0.028615330
##  [86,]                              0.016729011
##  [87,]                              0.007447881
##  [88,]                              0.013948011
##  [89,]                              0.622945510
##  [90,]                              0.016729011
##  [91,]                              0.007447881
##  [92,]                              0.007447881
##  [93,]                              0.100151762
##  [94,]                              0.000000000
##  [95,]                              0.000000000
##  [96,]                              0.005587831
##  [97,]                              0.007447881
##  [98,]                              0.339423627
##  [99,]                              0.183132416
## [100,]                              0.025978432
## [101,]                              0.000000000
## [102,]                              0.017840611
## [103,]                              0.024131074
## [104,]                              0.004471187
## [105,]                              0.017840611
## [106,]                              0.119675505
## [107,]                              0.266881644
## [108,]                              0.055365998
## [109,]                              0.011164152
## [110,]                              0.011164152
## [111,]                              0.000000000
## [112,]                              0.055842510
## [113,]                              0.012755279
## [114,]                              0.005587831
## [115,]                              0.007447881
## [116,]                              0.017840611
## [117,]                              0.056583584
## [118,]                              0.011164152
## [119,]                              0.084766563
## [120,]                              0.120689553
## [121,]                              0.024131074
## [122,]                              0.028615330
## [123,]                              0.026717022
## [124,]                              0.016729011
## [125,]                              0.000000000
## [126,]                              0.055365998
## [127,]                              0.248449078
## [128,]                              0.035564425
## [129,]                              0.007447881
## [130,]                              0.068729423
## [131,]                              0.000000000
## [132,]                              0.000000000
## [133,]                              0.044383009
## [134,]                              0.000000000
## [135,]                              0.007447881
## [136,]                              0.113777874
## [137,]                              0.032350532
## [138,]                              0.005587831
## [139,]                              0.091914948
## [140,]                              0.007447881
## [141,]                              0.038874761
## [142,]                              0.007447881
## [143,]                              0.000000000
## [144,]                              0.011164152
## [145,]                              0.004471187
## [146,]                              0.007447881
## [147,]                              0.119155148
## [148,]                              0.438999411
## [149,]                              0.007447881
## [150,]                              0.007447881
## [151,]                              0.000000000
## [152,]                              0.136661052
## [153,]                              0.004471187
## [154,]                              0.191427612
## [155,]                              0.007447881
## [156,]                              0.195746636
## [157,]                              0.028615330
## [158,]                              0.046583174
## [159,]                              0.000000000
## [160,]                              0.091142426
## [161,]                              0.009572089
## [162,]                              0.000000000
## [163,]                              0.101552918
## [164,]                              0.037901553
## [165,]                              0.688265999
## [166,]                              0.000000000
## [167,]                              0.065091389
## [168,]                              0.007447881
## [169,]                              0.371296735
## [170,]                              0.188414496
## [171,]                              0.053172962
## [172,]                              0.059473159
## [173,]                              0.035904133
## [174,]                              0.022282455
## [175,]                              0.017840611
## [176,]                              0.007447881
## [177,]                              0.026717022
## [178,]                              0.129247069
## [179,]                              0.062855084
## [180,]                              0.025978432
## [181,]                              0.063574098
## [182,]                              0.016729011
## [183,]                              0.148409620
## [184,]                              0.004471187
## [185,]                              0.007447881
## [186,]                              0.029101861
## [187,]                              0.101552918
## [188,]                              0.005587831
## [189,]                              0.000000000
## [190,]                              0.174790369
## [191,]                              0.044383009
## [192,]                              0.022282455
## [193,]                              0.026314180
## [194,]                              0.222518888
## [195,]                              0.097563106
## [196,]                              0.009572089
## [197,]                              0.203795263
## [198,]                              0.095835959
## [199,]                              0.011164152
## [200,]                              0.053799725
## [201,]                              0.205777504
## [202,]                              0.159626107
## [203,]                              0.124747018
## [204,]                              0.000000000
## [205,]                              0.104604210
## [206,]                              0.075990857
## [207,]                              0.000000000
## [208,]                              0.017840611
## [209,]                              0.017346623
## [210,]                              0.026717022
## [211,]                              0.014875328
## [212,]                              0.036116429
## [213,]                              0.004471187
## [214,]                              0.019815664
## [215,]                              0.034933426
## [216,]                              0.000000000
## [217,]                              0.056931365
## [218,]                              0.007447881
## [219,]                              0.177820016
## [220,]                              0.007447881
## [221,]                              0.000000000
## [222,]                              0.007447881
## [223,]                              0.016729011
## [224,]                              0.007447881
## [225,]                              0.070395223
## [226,]                              0.036116429
## [227,]                              0.029101861
## [228,]                              0.007447881
## [229,]                              0.000000000
## [230,]                              0.075645515
## [231,]                              0.044383009
## [232,]                              0.025978432
## [233,]                              0.034933426
## [234,]                              0.007447881
## [235,]                              0.034933426
## [236,]                              0.017840611
## [237,]                              0.007447881
## [238,]                              0.007447881
## [239,]                              0.007447881
## [240,]                              0.000000000
## [241,]                              0.076796482
## [242,]                              0.025978432
## [243,]                              0.007447881
## [244,]                              0.072120516
## [245,]                              0.011164152
## [246,]                              0.007447881
## [247,]                              0.022282455
## [248,]                              0.022282455
## [249,]                              0.007447881
## [250,]                              0.098223195
## [251,]                              0.017840611
## [252,]                              0.007447881
## [253,]                              0.014875328
## [254,]                              0.026717022
## [255,]                              0.050379253
## [256,]                              0.047525555
## [257,]                              0.005587831
## [258,]                              0.008935001
## [259,]                              0.007447881
## [260,]                              0.028615330
## [261,]                              0.016729011
## [262,]                              0.007447881
## [263,]                              0.033355284
## [264,]                              0.028615330
## [265,]                              0.059473159
## [266,]                              0.007447881
## [267,]                              0.052075777
## [268,]                              0.022282455
## [269,]                              0.121211881
## [270,]                              0.039487343
## [271,]                              0.007447881
## [272,]                              0.110645357
## [273,]                              0.090596984
## [274,]                              0.007447881
## [275,]                              0.138626750
## [276,]                              0.000000000
## [277,]                              0.007447881
## [278,]                              0.007447881
## [279,]                              0.016729011
## [280,]                              0.012755279
## [281,]                              0.083047415
## [282,]                              0.132877145
## [283,]                              0.011164152
## [284,]                              0.037036186
## [285,]                              0.025978432
## [286,]                              0.012755279
## [287,]                              0.000000000
## [288,]                              0.017840611
## [289,]                              0.064624621
## [290,]                              0.011164152
## [291,]                              0.025978432
## [292,]                              0.022282455
## [293,]                              0.016729011
## [294,]                              0.026717022
## [295,]                              0.007447881
## [296,]                              0.022282455
## [297,]                              0.025978432
## [298,]                              0.000000000
## [299,]                              0.026717022
## [300,]                              0.026717022
## [301,]                              0.028615330
## [302,]                              0.033355284
## [303,]                              0.067863668
## [304,]                              0.014875328
## [305,]                              0.000000000
## [306,]                              0.007447881
## [307,]                              0.093743727
## [308,]                              0.044383009
## [309,]                              0.000000000
## [310,]                              0.057192172
## [311,]                              0.051147043
## [312,]                              0.007447881
## [313,]                              0.007447881
## [314,]                              0.026717022
## [315,]                              0.054369383
## [316,]                              0.050379253
## [317,]                              0.017840611
## [318,]                              0.026717022
## [319,]                              0.057192172
## [320,]                              0.016729011
## [321,]                              0.044383009
## [322,]                              0.028615330
## [323,]                              0.017840611
## [324,]                              0.017840611
## [325,]                              0.072120516
## [326,]                              0.072120516
## [327,]                              0.000000000
## [328,]                              0.017840611
## [329,]                              0.000000000
## [330,]                              0.072120516
## [331,]                              0.037036186
## [332,]                              0.025978432
## [333,]                              0.064624621
## [334,]                              0.028615330
## [335,]                              0.071757388
## [336,]                              0.017840611
## [337,]                              0.017840611
## [338,]                              0.000000000
## [339,]                              0.025978432
## [340,]                              0.016729011
## [341,]                              0.007447881
## [342,]                              0.033355284
## [343,]                              0.000000000
## [344,]                              0.007447881
## [345,]                              0.045483315
## [346,]                              0.011164152
## [347,]                              0.026717022
## [348,]                              0.071757388
## [349,]                              0.011164152
## [350,]                              0.017840611
## [351,]                              0.033355284
## [352,]                              0.011164152
## [353,]                              0.092858842
## [354,]                              0.025978432
## [355,]                              0.030196237
## [356,]                              0.028615330
## [357,]                              0.064624621
## [358,]                              0.053172962
## [359,]                              0.017840611
## [360,]                              0.024500646
## [361,]                              0.022282455
## [362,]                              0.034933426
## [363,]                              0.053431058
## [364,]                              0.019110453
## [365,]                              0.053538591
## [366,]                              0.046583174
## [367,]                              0.007447881
## [368,]                              0.025978432
## [369,]                              0.013948011
## [370,]                              0.011164152
## [371,]                              0.000000000
## [372,]                              0.017840611
## [373,]                              0.033355284
## [374,]                              0.110517506
## [375,]                              0.044383009
## [376,]                              0.016729011
## [377,]                              0.039487343
##        wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis
##   [1,]                                    0.356553034
##   [2,]                                    0.572481924
##   [3,]                                    0.269312366
##   [4,]                                    0.231983425
##   [5,]                                    0.731475913
##   [6,]                                    0.486811395
##   [7,]                                    0.234049529
##   [8,]                                    0.312139633
##   [9,]                                    0.276308674
##  [10,]                                    0.304277203
##  [11,]                                    0.239927201
##  [12,]                                    0.387771011
##  [13,]                                    0.132140321
##  [14,]                                    0.318963310
##  [15,]                                    0.258439599
##  [16,]                                    0.247331615
##  [17,]                                    0.272592662
##  [18,]                                    0.526417702
##  [19,]                                    0.357822107
##  [20,]                                    0.490763461
##  [21,]                                    0.208138148
##  [22,]                                    0.439136747
##  [23,]                                    0.434738338
##  [24,]                                    0.332034388
##  [25,]                                    0.668550622
##  [26,]                                    0.294260223
##  [27,]                                    0.472953007
##  [28,]                                    0.892559764
##  [29,]                                    0.432726545
##  [30,]                                    0.322308457
##  [31,]                                    0.434899375
##  [32,]                                    0.250453871
##  [33,]                                    0.463058181
##  [34,]                                    0.416441489
##  [35,]                                    0.343801315
##  [36,]                                    0.505485718
##  [37,]                                    0.503013259
##  [38,]                                    0.415752679
##  [39,]                                    0.531904954
##  [40,]                                    0.250238220
##  [41,]                                    0.455109909
##  [42,]                                    0.184641301
##  [43,]                                    0.163204097
##  [44,]                                    0.412597323
##  [45,]                                    0.273197013
##  [46,]                                    0.772392025
##  [47,]                                    0.378580673
##  [48,]                                    0.257731918
##  [49,]                                    0.190901950
##  [50,]                                    0.366134150
##  [51,]                                    0.309435234
##  [52,]                                    0.308265936
##  [53,]                                    0.140394098
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##  [56,]                                    0.293267048
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##  [61,]                                    0.270507227
##  [62,]                                    0.414029472
##  [63,]                                    0.220846169
##  [64,]                                    0.321676997
##  [65,]                                    0.409498731
##  [66,]                                    0.136772473
##  [67,]                                    0.267718842
##  [68,]                                    0.175873152
##  [69,]                                    0.240200399
##  [70,]                                    0.231910000
##  [71,]                                    0.189409492
##  [72,]                                    0.354143612
##  [73,]                                    0.243578922
##  [74,]                                    0.097324064
##  [75,]                                    0.319739327
##  [76,]                                    0.243638209
##  [77,]                                    0.635910486
##  [78,]                                    0.343188236
##  [79,]                                    0.370574474
##  [80,]                                    1.000000000
##  [81,]                                    0.405443298
##  [82,]                                    0.286871541
##  [83,]                                    0.118332624
##  [84,]                                    0.346050450
##  [85,]                                    0.312491049
##  [86,]                                    0.159552370
##  [87,]                                    0.206190486
##  [88,]                                    0.404188886
##  [89,]                                    0.573990418
##  [90,]                                    0.168944852
##  [91,]                                    0.461986571
##  [92,]                                    0.188181714
##  [93,]                                    0.530482269
##  [94,]                                    0.140447191
##  [95,]                                    0.322034490
##  [96,]                                    0.267540770
##  [97,]                                    0.127545710
##  [98,]                                    0.466504006
##  [99,]                                    0.447289030
## [100,]                                    0.183589917
## [101,]                                    0.165574095
## [102,]                                    0.150211055
## [103,]                                    0.244177958
## [104,]                                    0.316756360
## [105,]                                    0.220602116
## [106,]                                    0.314119281
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## [172,]                                    0.498674469
## [173,]                                    0.484384149
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## [189,]                                    0.197824635
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## [196,]                                    0.360775226
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## [204,]                                    0.032717412
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## [206,]                                    0.342920117
## [207,]                                    0.128529084
## [208,]                                    0.334284141
## [209,]                                    0.188208163
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## [211,]                                    0.272190739
## [212,]                                    0.270145428
## [213,]                                    0.223010903
## [214,]                                    0.260305180
## [215,]                                    0.222069229
## [216,]                                    0.157815884
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## [218,]                                    0.196220434
## [219,]                                    0.400722280
## [220,]                                    0.066462397
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## [223,]                                    0.189831599
## [224,]                                    0.179932075
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## [226,]                                    0.373754047
## [227,]                                    0.443757659
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## [229,]                                    0.305353858
## [230,]                                    0.342443152
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## [237,]                                    0.165772605
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## [239,]                                    0.308230340
## [240,]                                    0.188176530
## [241,]                                    0.546478355
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## [243,]                                    0.142536940
## [244,]                                    0.335242111
## [245,]                                    0.136507018
## [246,]                                    0.311672292
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## [248,]                                    0.310915929
## [249,]                                    0.068966049
## [250,]                                    0.388207233
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## [254,]                                    0.042499006
## [255,]                                    0.388973323
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## [257,]                                    0.633367350
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## [260,]                                    0.280811194
## [261,]                                    0.098328381
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## [263,]                                    0.233740748
## [264,]                                    0.295951326
## [265,]                                    0.469537380
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## [279,]                                    0.160530654
## [280,]                                    0.117534867
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## [282,]                                    0.415693615
## [283,]                                    0.236213808
## [284,]                                    0.344159232
## [285,]                                    0.253894449
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## [288,]                                    0.107648284
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## [297,]                                    0.387643236
## [298,]                                    0.130044376
## [299,]                                    0.294469240
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## [301,]                                    0.171399592
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## [315,]                                    0.310086839
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## [318,]                                    0.309579150
## [319,]                                    0.348213205
## [320,]                                    0.188822782
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## [322,]                                    0.611947501
## [323,]                                    0.568113051
## [324,]                                    0.119499479
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## [326,]                                    0.460579845
## [327,]                                    0.108163912
## [328,]                                    0.184808183
## [329,]                                    0.195369961
## [330,]                                    0.256433388
## [331,]                                    0.278548075
## [332,]                                    0.235445897
## [333,]                                    0.458280157
## [334,]                                    0.350843551
## [335,]                                    0.453202159
## [336,]                                    0.381196145
## [337,]                                    0.093730620
## [338,]                                    0.293667884
## [339,]                                    0.339431603
## [340,]                                    0.387364834
## [341,]                                    0.170540270
## [342,]                                    0.327408408
## [343,]                                    0.004173511
## [344,]                                    0.045798647
## [345,]                                    0.450412100
## [346,]                                    0.043731043
## [347,]                                    0.225587525
## [348,]                                    0.244268782
## [349,]                                    0.229671868
## [350,]                                    0.131666523
## [351,]                                    0.296799710
## [352,]                                    0.109877178
## [353,]                                    0.569022022
## [354,]                                    0.223701785
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## [356,]                                    0.144391929
## [357,]                                    0.402088916
## [358,]                                    0.324759216
## [359,]                                    0.399606944
## [360,]                                    0.731067930
## [361,]                                    0.347206678
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## [364,]                                    0.496509835
## [365,]                                    0.394747274
## [366,]                                    0.317453155
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## [369,]                                    0.230780829
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## [373,]                                    0.369807538
## [374,]                                    0.792060962
## [375,]                                    0.342516306
## [376,]                                    0.171463155
## [377,]                                    0.343255918
##        wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis
##   [1,]                                         0.0208979179
##   [2,]                                         0.0099012744
##   [3,]                                         0.0667798090
##   [4,]                                         0.0154040603
##   [5,]                                         0.0005540424
##   [6,]                                         0.0240115697
##   [7,]                                         0.0749325934
##   [8,]                                         0.0495552441
##   [9,]                                         0.0152182925
##  [10,]                                         0.0188157316
##  [11,]                                         0.0346313244
##  [12,]                                         0.0175560510
##  [13,]                                         0.0399279401
##  [14,]                                         0.0610754084
##  [15,]                                         0.1212963308
##  [16,]                                         0.0139166084
##  [17,]                                         0.0161440316
##  [18,]                                         0.0037167472
##  [19,]                                         0.0237878804
##  [20,]                                         0.0185313328
##  [21,]                                         0.0952093108
##  [22,]                                         0.0229081057
##  [23,]                                         0.0105795826
##  [24,]                                         0.0229289318
##  [25,]                                         0.0030881307
##  [26,]                                         0.0198180679
##  [27,]                                         0.0039636199
##  [28,]                                         0.0003354789
##  [29,]                                         0.0146887679
##  [30,]                                         0.0248005487
##  [31,]                                         0.0118561488
##  [32,]                                         0.0613207194
##  [33,]                                         0.0075904387
##  [34,]                                         0.0300458518
##  [35,]                                         0.0407820841
##  [36,]                                         0.0000000000
##  [37,]                                         0.0024665612
##  [38,]                                         0.0568981331
##  [39,]                                         0.0134777134
##  [40,]                                         0.0459419768
##  [41,]                                         0.0343333651
##  [42,]                                         0.1401550207
##  [43,]                                         0.0846308789
##  [44,]                                         0.0152493421
##  [45,]                                         0.0304720997
##  [46,]                                         0.0035248679
##  [47,]                                         0.0240285726
##  [48,]                                         0.0283807485
##  [49,]                                         0.0417283940
##  [50,]                                         0.0324999740
##  [51,]                                         0.0134514784
##  [52,]                                         0.0191240655
##  [53,]                                         0.0910298368
##  [54,]                                         0.0928833509
##  [55,]                                         0.0865145441
##  [56,]                                         0.0560493331
##  [57,]                                         0.0046389822
##  [58,]                                         0.0800437341
##  [59,]                                         0.0344402650
##  [60,]                                         0.0404657646
##  [61,]                                         0.0616475497
##  [62,]                                         0.0198990223
##  [63,]                                         0.0199321985
##  [64,]                                         0.0163033660
##  [65,]                                         0.0094893272
##  [66,]                                         0.0552132442
##  [67,]                                         0.0306077791
##  [68,]                                         0.1617405453
##  [69,]                                         0.0329395251
##  [70,]                                         0.2112591514
##  [71,]                                         0.0614587420
##  [72,]                                         0.0853674636
##  [73,]                                         0.0524475498
##  [74,]                                         0.3765432913
##  [75,]                                         0.0325341967
##  [76,]                                         0.2488844118
##  [77,]                                         0.0046875502
##  [78,]                                         0.0359888701
##  [79,]                                         0.0225509301
##  [80,]                                         0.0023500786
##  [81,]                                         0.0104646794
##  [82,]                                         0.0123804508
##  [83,]                                         0.2771526512
##  [84,]                                         0.0270287896
##  [85,]                                         0.0197241220
##  [86,]                                         0.1142805517
##  [87,]                                         0.1130621527
##  [88,]                                         0.0154353435
##  [89,]                                         0.0093297900
##  [90,]                                         0.1663169267
##  [91,]                                         0.0227268129
##  [92,]                                         0.0750098419
##  [93,]                                         0.0157086121
##  [94,]                                         0.4312904695
##  [95,]                                         0.0350905671
##  [96,]                                         0.0171309501
##  [97,]                                         0.1596323040
##  [98,]                                         0.0099573685
##  [99,]                                         0.0055227359
## [100,]                                         0.0212344484
## [101,]                                         0.1009480625
## [102,]                                         0.1566288080
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## [105,]                                         0.1727931443
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## [107,]                                         0.0356440061
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## [109,]                                         0.0653549060
## [110,]                                         0.0412245723
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## [116,]                                         0.1381762244
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## [118,]                                         0.1326463077
## [119,]                                         0.0015497254
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## [121,]                                         0.0293701418
## [122,]                                         0.0212231677
## [123,]                                         0.0245391043
## [124,]                                         0.0278080773
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## [143,]                                         0.3648384822
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## [149,]                                         0.0516754316
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## [156,]                                         0.0027012565
## [157,]                                         0.1496330289
## [158,]                                         0.0290172645
## [159,]                                         0.0356892166
## [160,]                                         0.0257924513
## [161,]                                         0.0339690955
## [162,]                                         0.1747665052
## [163,]                                         0.0246810236
## [164,]                                         0.0064156546
## [165,]                                         0.0189841503
## [166,]                                         0.2021816991
## [167,]                                         0.0222035165
## [168,]                                         0.1217546554
## [169,]                                         0.0276149591
## [170,]                                         0.0231080842
## [171,]                                         0.0344532255
## [172,]                                         0.0120953907
## [173,]                                         0.0133252370
## [174,]                                         0.0170796947
## [175,]                                         0.0484366967
## [176,]                                         0.0526333665
## [177,]                                         0.0441301555
## [178,]                                         0.0111953460
## [179,]                                         0.0885808676
## [180,]                                         0.0342967410
## [181,]                                         0.0289798692
## [182,]                                         0.0475495557
## [183,]                                         0.0044665304
## [184,]                                         0.0530926145
## [185,]                                         0.1422166868
## [186,]                                         0.0416436346
## [187,]                                         0.0215758546
## [188,]                                         0.1382185479
## [189,]                                         0.1958937913
## [190,]                                         0.0125577142
## [191,]                                         0.0256108824
## [192,]                                         0.0170494963
## [193,]                                         0.0359047500
## [194,]                                         0.0162580974
## [195,]                                         0.0192833389
## [196,]                                         0.0618586985
## [197,]                                         0.0127744407
## [198,]                                         0.0226604493
## [199,]                                         0.0403386661
## [200,]                                         0.0203771504
## [201,]                                         0.0363247335
## [202,]                                         0.0300136997
## [203,]                                         0.0020874095
## [204,]                                         0.1306256305
## [205,]                                         0.0209783526
## [206,]                                         0.0347335481
## [207,]                                         0.0913861413
## [208,]                                         0.0315021348
## [209,]                                         0.0114200742
## [210,]                                         0.0226365331
## [211,]                                         0.0243754048
## [212,]                                         0.0113059374
## [213,]                                         0.1217568506
## [214,]                                         0.0174361231
## [215,]                                         0.0408780712
## [216,]                                         0.0666183848
## [217,]                                         0.0049429533
## [218,]                                         0.0870440148
## [219,]                                         0.0186521655
## [220,]                                         0.2697610902
## [221,]                                         0.0611987874
## [222,]                                         0.0752898668
## [223,]                                         0.1253274126
## [224,]                                         0.1406745328
## [225,]                                         0.0250553374
## [226,]                                         0.0165282553
## [227,]                                         0.0330394072
## [228,]                                         0.0132290793
## [229,]                                         0.0537888948
## [230,]                                         0.0071550173
## [231,]                                         0.0263335229
## [232,]                                         0.0587831075
## [233,]                                         0.0912606276
## [234,]                                         0.1041496743
## [235,]                                         0.0604604748
## [236,]                                         0.0365825254
## [237,]                                         0.0944594897
## [238,]                                         0.2091687314
## [239,]                                         0.0546306844
## [240,]                                         0.0544577531
## [241,]                                         0.0108354202
## [242,]                                         0.0399647771
## [243,]                                         0.0522149546
## [244,]                                         0.0069185630
## [245,]                                         0.0151858557
## [246,]                                         0.0202165197
## [247,]                                         0.0122211785
## [248,]                                         0.1518262276
## [249,]                                         1.0000000000
## [250,]                                         0.0047384665
## [251,]                                         0.0488513427
## [252,]                                         0.0595963656
## [253,]                                         0.0371344609
## [254,]                                         0.7218147805
## [255,]                                         0.0177577411
## [256,]                                         0.0117613167
## [257,]                                         0.0149849793
## [258,]                                         0.0175423676
## [259,]                                         0.0390615756
## [260,]                                         0.0359870870
## [261,]                                         0.1418109100
## [262,]                                         0.1328347025
## [263,]                                         0.0414616788
## [264,]                                         0.0320740752
## [265,]                                         0.0158227626
## [266,]                                         0.0152572153
## [267,]                                         0.0085399666
## [268,]                                         0.0173540550
## [269,]                                         0.0091415829
## [270,]                                         0.0375162028
## [271,]                                         0.1736929304
## [272,]                                         0.0050395329
## [273,]                                         0.0234510719
## [274,]                                         0.3559880471
## [275,]                                         0.0041121143
## [276,]                                         0.0592783290
## [277,]                                         0.0463887155
## [278,]                                         0.0043899588
## [279,]                                         0.0622994583
## [280,]                                         0.0566966398
## [281,]                                         0.0210106020
## [282,]                                         0.0139587606
## [283,]                                         0.1628768465
## [284,]                                         0.0659688378
## [285,]                                         0.0238197584
## [286,]                                         0.0142615361
## [287,]                                         0.2353923963
## [288,]                                         0.2777986994
## [289,]                                         0.0055356850
## [290,]                                         0.1458963788
## [291,]                                         0.0529660625
## [292,]                                         0.0163512374
## [293,]                                         0.1480102657
## [294,]                                         0.0591992149
## [295,]                                         0.0069164970
## [296,]                                         0.0203891549
## [297,]                                         0.0267910679
## [298,]                                         0.0481611364
## [299,]                                         0.0126599105
## [300,]                                         0.0876688255
## [301,]                                         0.0634276951
## [302,]                                         0.0008132195
## [303,]                                         0.0143700137
## [304,]                                         0.0345866255
## [305,]                                         0.1017822525
## [306,]                                         0.2218525923
## [307,]                                         0.0175244591
## [308,]                                         0.0311453541
## [309,]                                         0.0562129293
## [310,]                                         0.0388223981
## [311,]                                         0.0183130671
## [312,]                                         0.0544732812
## [313,]                                         0.0438331316
## [314,]                                         0.0645772502
## [315,]                                         0.0146099643
## [316,]                                         0.0112878757
## [317,]                                         0.1461791457
## [318,]                                         0.0215931905
## [319,]                                         0.0058946577
## [320,]                                         0.1141856138
## [321,]                                         0.0642952062
## [322,]                                         0.0307932806
## [323,]                                         0.0561318375
## [324,]                                         0.1689280466
## [325,]                                         0.0262489128
## [326,]                                         0.0216861949
## [327,]                                         0.1034334538
## [328,]                                         0.0221767138
## [329,]                                         0.0627829388
## [330,]                                         0.0928424534
## [331,]                                         0.0433516542
## [332,]                                         0.0542225098
## [333,]                                         0.0145513234
## [334,]                                         0.0108591835
## [335,]                                         0.0016903146
## [336,]                                         0.0672545891
## [337,]                                         0.0986664995
## [338,]                                         0.0341548449
## [339,]                                         0.0187173319
## [340,]                                         0.0268870391
## [341,]                                         0.1010368290
## [342,]                                         0.0557826180
## [343,]                                         0.3100776788
## [344,]                                         0.4589549646
## [345,]                                         0.0018865697
## [346,]                                         0.1223133341
## [347,]                                         0.1220021566
## [348,]                                         0.0376990645
## [349,]                                         0.0770845175
## [350,]                                         0.1172782663
## [351,]                                         0.0130933265
## [352,]                                         0.1603284615
## [353,]                                         0.0077006452
## [354,]                                         0.0291118509
## [355,]                                         0.0425638417
## [356,]                                         0.2117067556
## [357,]                                         0.0058839640
## [358,]                                         0.0298215175
## [359,]                                         0.0798530072
## [360,]                                         0.0206261449
## [361,]                                         0.0375758293
## [362,]                                         0.0588363477
## [363,]                                         0.0026829758
## [364,]                                         0.0271433719
## [365,]                                         0.0110391829
## [366,]                                         0.0580388089
## [367,]                                         0.1396900695
## [368,]                                         0.0148364334
## [369,]                                         0.0707643898
## [370,]                                         0.1204070197
## [371,]                                         0.2304568105
## [372,]                                         0.0191907631
## [373,]                                         0.0086162500
## [374,]                                         0.0003027023
## [375,]                                         0.0185586674
## [376,]                                         0.0595968755
## [377,]                                         0.0218431978
##        wavelet.HHH_glcm_ClusterProminence
##   [1,]                        0.092617414
##   [2,]                        0.026323911
##   [3,]                        0.086955325
##   [4,]                        0.032102560
##   [5,]                        0.155405366
##   [6,]                        0.145304666
##   [7,]                        0.127428114
##   [8,]                        0.072604495
##   [9,]                        0.035547955
##  [10,]                        0.058018052
##  [11,]                        0.043756979
##  [12,]                        0.078326836
##  [13,]                        0.012876747
##  [14,]                        0.066425013
##  [15,]                        0.099203364
##  [16,]                        0.023295589
##  [17,]                        0.059343238
##  [18,]                        0.037675814
##  [19,]                        0.010914193
##  [20,]                        0.084004048
##  [21,]                        0.055009044
##  [22,]                        0.068813928
##  [23,]                        0.026518659
##  [24,]                        0.095944924
##  [25,]                        0.053884995
##  [26,]                        0.053332946
##  [27,]                        0.078985905
##  [28,]                        0.066992211
##  [29,]                        0.035892406
##  [30,]                        0.037949484
##  [31,]                        0.038687387
##  [32,]                        0.078541920
##  [33,]                        0.043026867
##  [34,]                        0.008113150
##  [35,]                        0.022455924
##  [36,]                        0.031900574
##  [37,]                        0.038603631
##  [38,]                        0.052025327
##  [39,]                        0.039164943
##  [40,]                        0.034908805
##  [41,]                        0.103197072
##  [42,]                        0.177908509
##  [43,]                        0.326746285
##  [44,]                        0.039340550
##  [45,]                        0.046522233
##  [46,]                        0.016492078
##  [47,]                        0.065973917
##  [48,]                        0.020188951
##  [49,]                        0.011900970
##  [50,]                        0.141049150
##  [51,]                        0.048295912
##  [52,]                        0.006460564
##  [53,]                        0.079514265
##  [54,]                        0.084397206
##  [55,]                        0.030663122
##  [56,]                        0.063502627
##  [57,]                        0.006776462
##  [58,]                        0.028033096
##  [59,]                        0.067279616
##  [60,]                        0.034215221
##  [61,]                        0.032470197
##  [62,]                        0.037858131
##  [63,]                        0.030535401
##  [64,]                        0.024351845
##  [65,]                        0.022090703
##  [66,]                        0.093186708
##  [67,]                        0.045051945
##  [68,]                        0.046746124
##  [69,]                        0.019403401
##  [70,]                        0.047742199
##  [71,]                        0.058193311
##  [72,]                        0.242497380
##  [73,]                        0.060623873
##  [74,]                        0.061433025
##  [75,]                        0.125416178
##  [76,]                        0.104885196
##  [77,]                        0.012475665
##  [78,]                        0.031793045
##  [79,]                        0.027086480
##  [80,]                        0.011128400
##  [81,]                        0.063403153
##  [82,]                        0.009900188
##  [83,]                        0.097640361
##  [84,]                        0.038891246
##  [85,]                        0.030294822
##  [86,]                        0.064690658
##  [87,]                        0.084473792
##  [88,]                        0.047420528
##  [89,]                        0.096390879
##  [90,]                        0.049666276
##  [91,]                        0.052093747
##  [92,]                        0.110001221
##  [93,]                        0.033036392
##  [94,]                        0.097247758
##  [95,]                        0.020338581
##  [96,]                        0.034884724
##  [97,]                        0.079736036
##  [98,]                        0.043598126
##  [99,]                        0.022292125
## [100,]                        0.000000000
## [101,]                        0.077005779
## [102,]                        0.052070500
## [103,]                        0.032784277
## [104,]                        0.043051015
## [105,]                        0.049764688
## [106,]                        0.057815100
## [107,]                        0.211958921
## [108,]                        0.063097846
## [109,]                        0.059448426
## [110,]                        0.086223930
## [111,]                        0.007357334
## [112,]                        0.013370014
## [113,]                        0.074954124
## [114,]                        0.026751272
## [115,]                        0.075331099
## [116,]                        0.097094598
## [117,]                        0.040462259
## [118,]                        0.049554112
## [119,]                        0.022614716
## [120,]                        0.022138977
## [121,]                        0.021449026
## [122,]                        0.015787563
## [123,]                        0.004165803
## [124,]                        0.022752277
## [125,]                        0.072409335
## [126,]                        0.046976689
## [127,]                        0.054225277
## [128,]                        0.005284757
## [129,]                        0.060307633
## [130,]                        0.073555391
## [131,]                        0.091743304
## [132,]                        0.105878966
## [133,]                        0.057086067
## [134,]                        0.042079988
## [135,]                        0.094210170
## [136,]                        0.093627751
## [137,]                        0.180475648
## [138,]                        0.062722765
## [139,]                        0.026351418
## [140,]                        0.047166964
## [141,]                        0.102898397
## [142,]                        0.029596229
## [143,]                        0.148440420
## [144,]                        0.040952287
## [145,]                        0.102351919
## [146,]                        0.012532924
## [147,]                        0.021594679
## [148,]                        0.064411856
## [149,]                        0.144691986
## [150,]                        0.052805003
## [151,]                        0.068900219
## [152,]                        0.065218290
## [153,]                        0.121458030
## [154,]                        0.027660996
## [155,]                        0.029664628
## [156,]                        0.039886428
## [157,]                        0.008143541
## [158,]                        0.047674104
## [159,]                        0.033238810
## [160,]                        0.019029080
## [161,]                        0.040048306
## [162,]                        0.070675410
## [163,]                        0.039570624
## [164,]                        0.015834739
## [165,]                        0.136426680
## [166,]                        0.064978751
## [167,]                        0.029704742
## [168,]                        0.094821035
## [169,]                        0.023229185
## [170,]                        0.128681291
## [171,]                        0.036930540
## [172,]                        0.050636941
## [173,]                        0.020172442
## [174,]                        0.015001413
## [175,]                        0.102284875
## [176,]                        0.056544879
## [177,]                        0.083326443
## [178,]                        0.061912792
## [179,]                        0.117222233
## [180,]                        0.036601545
## [181,]                        0.087321232
## [182,]                        0.034985830
## [183,]                        0.052754002
## [184,]                        0.023888308
## [185,]                        0.036376259
## [186,]                        0.061502661
## [187,]                        0.042070324
## [188,]                        0.052606467
## [189,]                        0.031682022
## [190,]                        0.019773985
## [191,]                        0.011147586
## [192,]                        0.015788124
## [193,]                        0.019280862
## [194,]                        0.024193966
## [195,]                        0.150516559
## [196,]                        0.059773709
## [197,]                        0.051243706
## [198,]                        0.022431425
## [199,]                        0.077998499
## [200,]                        0.054015950
## [201,]                        0.045558163
## [202,]                        0.014528522
## [203,]                        1.000000000
## [204,]                        0.141898596
## [205,]                        0.035013583
## [206,]                        0.002641160
## [207,]                        0.065369778
## [208,]                        0.078168605
## [209,]                        0.071912178
## [210,]                        0.091836094
## [211,]                        0.073663679
## [212,]                        0.057112846
## [213,]                        0.059972915
## [214,]                        0.018285548
## [215,]                        0.100156868
## [216,]                        0.047481002
## [217,]                        0.074580093
## [218,]                        0.125106002
## [219,]                        0.054820065
## [220,]                        0.098277922
## [221,]                        0.132449850
## [222,]                        0.092614829
## [223,]                        0.065825871
## [224,]                        0.112573829
## [225,]                        0.076475846
## [226,]                        0.062951544
## [227,]                        0.023364186
## [228,]                        0.070350919
## [229,]                        0.036592902
## [230,]                        0.073240687
## [231,]                        0.048075591
## [232,]                        0.075151295
## [233,]                        0.106294994
## [234,]                        0.128185831
## [235,]                        0.051489287
## [236,]                        0.083629497
## [237,]                        0.079289196
## [238,]                        0.167307017
## [239,]                        0.092211830
## [240,]                        0.045671936
## [241,]                        0.113573089
## [242,]                        0.090361345
## [243,]                        0.065133134
## [244,]                        0.055500249
## [245,]                        0.095901389
## [246,]                        0.083357336
## [247,]                        0.071712006
## [248,]                        0.198466641
## [249,]                        0.134036644
## [250,]                        0.063355254
## [251,]                        0.127038430
## [252,]                        0.025812393
## [253,]                        0.032142032
## [254,]                        0.151241310
## [255,]                        0.054930212
## [256,]                        0.063573710
## [257,]                        0.017405237
## [258,]                        0.023757629
## [259,]                        0.153575743
## [260,]                        0.110897585
## [261,]                        0.107516052
## [262,]                        0.094184574
## [263,]                        0.106989246
## [264,]                        0.128815542
## [265,]                        0.034334742
## [266,]                        0.104461272
## [267,]                        0.019301019
## [268,]                        0.067074331
## [269,]                        0.112849483
## [270,]                        0.062379063
## [271,]                        0.143092328
## [272,]                        0.060362097
## [273,]                        0.057229421
## [274,]                        0.155039280
## [275,]                        0.150738869
## [276,]                        0.102506342
## [277,]                        0.049580341
## [278,]                        0.074183417
## [279,]                        0.086616537
## [280,]                        0.150704109
## [281,]                        0.066772307
## [282,]                        0.099885423
## [283,]                        0.136125395
## [284,]                        0.109864638
## [285,]                        0.061614848
## [286,]                        0.090050833
## [287,]                        0.138804228
## [288,]                        0.110445259
## [289,]                        0.073525335
## [290,]                        0.153307077
## [291,]                        0.081593661
## [292,]                        0.050090975
## [293,]                        0.054951293
## [294,]                        0.101814763
## [295,]                        0.059587121
## [296,]                        0.076634139
## [297,]                        0.096174985
## [298,]                        0.057517896
## [299,]                        0.074123231
## [300,]                        0.101979681
## [301,]                        0.076360558
## [302,]                        0.077038040
## [303,]                        0.067080405
## [304,]                        0.073205863
## [305,]                        0.146430503
## [306,]                        0.150696636
## [307,]                        0.089491012
## [308,]                        0.054275695
## [309,]                        0.052005206
## [310,]                        0.075319746
## [311,]                        0.108031809
## [312,]                        0.104369882
## [313,]                        0.109826230
## [314,]                        0.145909380
## [315,]                        0.067300235
## [316,]                        0.110307748
## [317,]                        0.170965484
## [318,]                        0.125494957
## [319,]                        0.077534303
## [320,]                        0.105805341
## [321,]                        0.101460408
## [322,]                        0.048687911
## [323,]                        0.119219369
## [324,]                        0.118374093
## [325,]                        0.051313120
## [326,]                        0.104587886
## [327,]                        0.156090948
## [328,]                        0.080881352
## [329,]                        0.071275554
## [330,]                        0.169334732
## [331,]                        0.071029060
## [332,]                        0.109901795
## [333,]                        0.072372229
## [334,]                        0.074452115
## [335,]                        0.051744627
## [336,]                        0.088968854
## [337,]                        0.131752165
## [338,]                        0.079780030
## [339,]                        0.049616312
## [340,]                        0.119843890
## [341,]                        0.132143299
## [342,]                        0.115141570
## [343,]                        0.098638041
## [344,]                        0.111180004
## [345,]                        0.071518244
## [346,]                        0.131386017
## [347,]                        0.124404084
## [348,]                        0.121805159
## [349,]                        0.059881323
## [350,]                        0.026197204
## [351,]                        0.068842999
## [352,]                        0.113242533
## [353,]                        0.051231943
## [354,]                        0.113220485
## [355,]                        0.078371515
## [356,]                        0.144721550
## [357,]                        0.077144937
## [358,]                        0.093739371
## [359,]                        0.146103164
## [360,]                        0.356210248
## [361,]                        0.098728668
## [362,]                        0.109489163
## [363,]                        0.072264437
## [364,]                        0.043730034
## [365,]                        0.033213264
## [366,]                        0.064354425
## [367,]                        0.042498390
## [368,]                        0.084071566
## [369,]                        0.068419277
## [370,]                        0.118421417
## [371,]                        0.088716310
## [372,]                        0.103280328
## [373,]                        0.073703777
## [374,]                        0.200757346
## [375,]                        0.095769177
## [376,]                        0.115453223
## [377,]                        0.118396137
##        wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis
##   [1,]                                    0.422372878
##   [2,]                                    0.401722315
##   [3,]                                    0.223275653
##   [4,]                                    0.208201111
##   [5,]                                    0.834947294
##   [6,]                                    0.331101541
##   [7,]                                    0.213896991
##   [8,]                                    0.215775629
##   [9,]                                    0.268141561
##  [10,]                                    0.372371688
##  [11,]                                    0.253719919
##  [12,]                                    0.407602412
##  [13,]                                    0.274233418
##  [14,]                                    0.240670362
##  [15,]                                    0.158334202
##  [16,]                                    0.303780583
##  [17,]                                    0.398821300
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##        wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis
##   [1,]                                       0.83221562
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## [180,]                                       0.67378806
## [181,]                                       0.63665295
## [182,]                                       0.63958730
## [183,]                                       0.62400893
## [184,]                                       0.73805356
## [185,]                                       0.42450288
## [186,]                                       0.48826091
## [187,]                                       0.65397853
## [188,]                                       0.22948458
## [189,]                                       0.37079920
## [190,]                                       0.76098635
## [191,]                                       0.79424559
## [192,]                                       0.61266821
## [193,]                                       0.70514635
## [194,]                                       0.75995619
## [195,]                                       0.43730264
## [196,]                                       0.46995213
## [197,]                                       0.70396480
## [198,]                                       0.64279957
## [199,]                                       0.56766030
## [200,]                                       0.61086070
## [201,]                                       0.68467365
## [202,]                                       0.81555150
## [203,]                                       0.63751052
## [204,]                                       0.33560007
## [205,]                                       0.63017310
## [206,]                                       0.81077123
## [207,]                                       0.44742212
## [208,]                                       0.71194343
## [209,]                                       0.70543428
## [210,]                                       0.74195901
## [211,]                                       0.67127740
## [212,]                                       0.75605585
## [213,]                                       0.49273018
## [214,]                                       0.65052566
## [215,]                                       0.48926076
## [216,]                                       0.56448154
## [217,]                                       0.78095286
## [218,]                                       0.49805825
## [219,]                                       0.65943767
## [220,]                                       0.28443086
## [221,]                                       0.45249106
## [222,]                                       0.32559811
## [223,]                                       0.25740093
## [224,]                                       0.44278523
## [225,]                                       0.69379650
## [226,]                                       0.82157691
## [227,]                                       0.68639016
## [228,]                                       0.69849826
## [229,]                                       0.49877754
## [230,]                                       0.76418830
## [231,]                                       0.81152559
## [232,]                                       0.65215937
## [233,]                                       0.53448306
## [234,]                                       0.47389904
## [235,]                                       0.67704295
## [236,]                                       0.59816089
## [237,]                                       0.60550418
## [238,]                                       0.11975343
## [239,]                                       0.53941425
## [240,]                                       0.39987133
## [241,]                                       0.88493592
## [242,]                                       0.58854014
## [243,]                                       0.78345182
## [244,]                                       0.84399121
## [245,]                                       0.56445391
## [246,]                                       0.63266069
## [247,]                                       0.70271313
## [248,]                                       0.26747066
## [249,]                                       0.00000000
## [250,]                                       0.83843146
## [251,]                                       0.59147802
## [252,]                                       0.79277721
## [253,]                                       0.74083632
## [254,]                                       0.02139782
## [255,]                                       0.80265392
## [256,]                                       0.76921703
## [257,]                                       0.68617409
## [258,]                                       0.78918456
## [259,]                                       0.62768935
## [260,]                                       0.60309916
## [261,]                                       0.26788339
## [262,]                                       0.35413836
## [263,]                                       0.60664136
## [264,]                                       0.51840315
## [265,]                                       0.61841346
## [266,]                                       0.72599014
## [267,]                                       0.76986358
## [268,]                                       0.65130636
## [269,]                                       0.79919942
## [270,]                                       0.71387986
## [271,]                                       0.18421191
## [272,]                                       0.83742082
## [273,]                                       0.81108882
## [274,]                                       0.13614043
## [275,]                                       0.71068479
## [276,]                                       0.48487000
## [277,]                                       0.76877079
## [278,]                                       0.82261061
## [279,]                                       0.49101712
## [280,]                                       0.52047660
## [281,]                                       0.56752106
## [282,]                                       0.77997636
## [283,]                                       0.32265155
## [284,]                                       0.53427771
## [285,]                                       0.54027267
## [286,]                                       0.71220154
## [287,]                                       0.20357449
## [288,]                                       0.06339411
## [289,]                                       0.72915432
## [290,]                                       0.43165934
## [291,]                                       0.55594333
## [292,]                                       0.77223606
## [293,]                                       0.40796015
## [294,]                                       0.38751401
## [295,]                                       0.86575449
## [296,]                                       0.63931050
## [297,]                                       0.57434695
## [298,]                                       0.65655441
## [299,]                                       0.79059199
## [300,]                                       0.46960862
## [301,]                                       0.59581907
## [302,]                                       0.80055447
## [303,]                                       0.77342789
## [304,]                                       0.74076169
## [305,]                                       0.36265602
## [306,]                                       0.27746486
## [307,]                                       0.80812260
## [308,]                                       0.95565561
## [309,]                                       0.54107412
## [310,]                                       0.68733268
## [311,]                                       0.68274871
## [312,]                                       0.49636697
## [313,]                                       0.51722032
## [314,]                                       0.47572815
## [315,]                                       0.76443031
## [316,]                                       0.58778008
## [317,]                                       0.26114392
## [318,]                                       0.77048464
## [319,]                                       0.71368680
## [320,]                                       0.48474269
## [321,]                                       0.45593270
## [322,]                                       0.73213230
## [323,]                                       0.39322842
## [324,]                                       0.29363019
## [325,]                                       0.92530242
## [326,]                                       0.75815876
## [327,]                                       0.30386287
## [328,]                                       0.55407590
## [329,]                                       0.32744662
## [330,]                                       0.09602557
## [331,]                                       0.61620854
## [332,]                                       0.60816228
## [333,]                                       0.90318367
## [334,]                                       0.76354390
## [335,]                                       0.92779968
## [336,]                                       0.48398872
## [337,]                                       0.42887888
## [338,]                                       0.57226668
## [339,]                                       0.65999690
## [340,]                                       0.65080726
## [341,]                                       0.29836754
## [342,]                                       0.53412702
## [343,]                                       0.28272811
## [344,]                                       0.07358503
## [345,]                                       0.84692835
## [346,]                                       0.27822459
## [347,]                                       0.52524920
## [348,]                                       0.59209826
## [349,]                                       0.48820700
## [350,]                                       0.60694063
## [351,]                                       0.80779219
## [352,]                                       0.26770564
## [353,]                                       0.97004263
## [354,]                                       0.69761188
## [355,]                                       0.52289830
## [356,]                                       0.15297801
## [357,]                                       0.82541096
## [358,]                                       0.72644914
## [359,]                                       0.48948799
## [360,]                                       0.38604914
## [361,]                                       0.59712406
## [362,]                                       0.53370952
## [363,]                                       0.67536380
## [364,]                                       0.55467850
## [365,]                                       0.70290913
## [366,]                                       0.74253647
## [367,]                                       0.47140541
## [368,]                                       0.63730039
## [369,]                                       0.29803345
## [370,]                                       0.45742434
## [371,]                                       0.16872093
## [372,]                                       0.68132915
## [373,]                                       0.79679642
## [374,]                                       0.70075748
## [375,]                                       0.77104080
## [376,]                                       0.53064939
## [377,]                                       0.58692620
##        wavelet.LLL_glcm_ClusterProminence
##   [1,]                         0.72469861
##   [2,]                         0.75952533
##   [3,]                         0.63697174
##   [4,]                         0.62094507
##   [5,]                         0.64517497
##   [6,]                         0.78905187
##   [7,]                         0.54893442
##   [8,]                         0.65992886
##   [9,]                         0.62205683
##  [10,]                         0.75448763
##  [11,]                         0.61385315
##  [12,]                         0.68093329
##  [13,]                         0.65093657
##  [14,]                         0.86587208
##  [15,]                         0.68526696
##  [16,]                         0.60998255
##  [17,]                         0.68211069
##  [18,]                         0.73445796
##  [19,]                         0.55494121
##  [20,]                         0.78178515
##  [21,]                         0.61149858
##  [22,]                         0.82532900
##  [23,]                         0.53199806
##  [24,]                         0.56536902
##  [25,]                         0.77377177
##  [26,]                         0.73740791
##  [27,]                         0.70027260
##  [28,]                         0.77357657
##  [29,]                         0.38092449
##  [30,]                         0.64077218
##  [31,]                         0.87438569
##  [32,]                         0.76404032
##  [33,]                         0.63850313
##  [34,]                         0.57576858
##  [35,]                         0.39068855
##  [36,]                         0.48877281
##  [37,]                         0.60978487
##  [38,]                         0.37735656
##  [39,]                         0.67438346
##  [40,]                         0.65085933
##  [41,]                         0.82556939
##  [42,]                         0.63101313
##  [43,]                         0.53675045
##  [44,]                         0.71474460
##  [45,]                         0.65340320
##  [46,]                         0.63659757
##  [47,]                         0.75256164
##  [48,]                         0.47225630
##  [49,]                         0.45548454
##  [50,]                         0.78069024
##  [51,]                         0.73193940
##  [52,]                         0.53023751
##  [53,]                         0.60865353
##  [54,]                         0.41482515
##  [55,]                         0.58017985
##  [56,]                         0.56979967
##  [57,]                         0.23981567
##  [58,]                         0.39308866
##  [59,]                         0.64382742
##  [60,]                         0.70121031
##  [61,]                         0.56470182
##  [62,]                         0.59218382
##  [63,]                         0.58852485
##  [64,]                         0.62540392
##  [65,]                         0.38245488
##  [66,]                         0.77767434
##  [67,]                         0.70872241
##  [68,]                         0.63960369
##  [69,]                         0.70426913
##  [70,]                         0.53293939
##  [71,]                         0.79893954
##  [72,]                         0.82502132
##  [73,]                         0.60777454
##  [74,]                         0.47167346
##  [75,]                         0.68655183
##  [76,]                         0.75942476
##  [77,]                         0.48259287
##  [78,]                         0.47098779
##  [79,]                         0.60936947
##  [80,]                         0.45289065
##  [81,]                         0.70332152
##  [82,]                         0.68206658
##  [83,]                         0.67441710
##  [84,]                         0.76549128
##  [85,]                         0.75624861
##  [86,]                         0.63014515
##  [87,]                         0.70058789
##  [88,]                         0.66242754
##  [89,]                         0.64171694
##  [90,]                         0.47558580
##  [91,]                         0.38677551
##  [92,]                         0.58941514
##  [93,]                         0.66647040
##  [94,]                         0.74131522
##  [95,]                         0.35393840
##  [96,]                         0.61636328
##  [97,]                         0.65343834
##  [98,]                         0.75495514
##  [99,]                         0.61058120
## [100,]                         0.28895307
## [101,]                         0.80709415
## [102,]                         0.80945576
## [103,]                         0.74928487
## [104,]                         0.65584074
## [105,]                         0.48306864
## [106,]                         0.67701998
## [107,]                         0.86722915
## [108,]                         0.70530141
## [109,]                         0.70125276
## [110,]                         0.69716877
## [111,]                         0.24907472
## [112,]                         0.51580555
## [113,]                         0.60704195
## [114,]                         0.52571457
## [115,]                         0.59613941
## [116,]                         0.38234860
## [117,]                         0.67510863
## [118,]                         0.63845515
## [119,]                         0.63938462
## [120,]                         0.48423193
## [121,]                         0.52332010
## [122,]                         0.34913551
## [123,]                         0.49233782
## [124,]                         0.43121292
## [125,]                         0.70899526
## [126,]                         0.59905787
## [127,]                         0.64886789
## [128,]                         0.18673811
## [129,]                         0.54435116
## [130,]                         0.88510106
## [131,]                         0.76234441
## [132,]                         0.79293726
## [133,]                         0.77265355
## [134,]                         0.57492525
## [135,]                         0.93937427
## [136,]                         0.72733694
## [137,]                         0.86824926
## [138,]                         0.66600061
## [139,]                         0.77404049
## [140,]                         0.57613144
## [141,]                         0.72701903
## [142,]                         0.60246686
## [143,]                         0.32167663
## [144,]                         0.81914717
## [145,]                         0.72481740
## [146,]                         0.49046809
## [147,]                         0.51982188
## [148,]                         0.73867279
## [149,]                         0.66410512
## [150,]                         0.52113874
## [151,]                         0.65177248
## [152,]                         0.57309003
## [153,]                         0.70418225
## [154,]                         0.64574817
## [155,]                         0.58993928
## [156,]                         0.65829703
## [157,]                         0.16975924
## [158,]                         0.43444117
## [159,]                         0.71233250
## [160,]                         0.44935796
## [161,]                         0.55836558
## [162,]                         0.51585223
## [163,]                         0.72697930
## [164,]                         0.50555592
## [165,]                         0.86311811
## [166,]                         0.65109050
## [167,]                         0.58323982
## [168,]                         0.66416939
## [169,]                         0.83440660
## [170,]                         0.75747647
## [171,]                         0.58007492
## [172,]                         0.55612064
## [173,]                         0.49955058
## [174,]                         0.53489205
## [175,]                         0.65217613
## [176,]                         0.61267752
## [177,]                         0.63709053
## [178,]                         0.89043886
## [179,]                         0.77076336
## [180,]                         0.66864034
## [181,]                         0.75550256
## [182,]                         0.54372103
## [183,]                         0.63102457
## [184,]                         0.61994511
## [185,]                         0.55800747
## [186,]                         0.62668393
## [187,]                         0.64333202
## [188,]                         0.65589327
## [189,]                         0.61905864
## [190,]                         0.48274378
## [191,]                         0.47717320
## [192,]                         0.38852296
## [193,]                         0.59000005
## [194,]                         0.61336545
## [195,]                         0.96880777
## [196,]                         0.49529386
## [197,]                         0.75277549
## [198,]                         0.46855882
## [199,]                         0.46221935
## [200,]                         0.84452460
## [201,]                         0.72106321
## [202,]                         0.33923043
## [203,]                         0.72895731
## [204,]                         0.67174586
## [205,]                         0.60497676
## [206,]                         0.54110310
## [207,]                         0.62937111
## [208,]                         0.56404616
## [209,]                         0.35361283
## [210,]                         0.74707716
## [211,]                         0.54174318
## [212,]                         0.58953846
## [213,]                         0.58057345
## [214,]                         0.40727695
## [215,]                         0.60039435
## [216,]                         0.29292156
## [217,]                         0.38374568
## [218,]                         0.69858804
## [219,]                         0.89713272
## [220,]                         0.52199095
## [221,]                         0.59206822
## [222,]                         0.51309567
## [223,]                         0.65852930
## [224,]                         0.63843563
## [225,]                         0.42583536
## [226,]                         0.48428410
## [227,]                         0.57831754
## [228,]                         0.49682134
## [229,]                         0.55697949
## [230,]                         0.58805293
## [231,]                         0.37094822
## [232,]                         0.46084062
## [233,]                         0.68342630
## [234,]                         0.68438078
## [235,]                         0.38683585
## [236,]                         0.69180386
## [237,]                         0.43138103
## [238,]                         0.64099598
## [239,]                         0.54618720
## [240,]                         0.48253860
## [241,]                         1.00000000
## [242,]                         0.54276974
## [243,]                         0.50538285
## [244,]                         0.35528812
## [245,]                         0.49479537
## [246,]                         0.30791822
## [247,]                         0.46303535
## [248,]                         0.53054742
## [249,]                         0.48685462
## [250,]                         0.36113194
## [251,]                         0.66473458
## [252,]                         0.35990807
## [253,]                         0.59915485
## [254,]                         0.52905193
## [255,]                         0.52894843
## [256,]                         0.59338875
## [257,]                         0.67000818
## [258,]                         0.30547309
## [259,]                         0.73475558
## [260,]                         0.66834945
## [261,]                         0.59462228
## [262,]                         0.22541800
## [263,]                         0.66190061
## [264,]                         0.73422756
## [265,]                         0.49664999
## [266,]                         0.66147717
## [267,]                         0.68883867
## [268,]                         0.70146267
## [269,]                         0.87949308
## [270,]                         0.68623918
## [271,]                         0.69114365
## [272,]                         0.43247106
## [273,]                         0.35035668
## [274,]                         0.68232184
## [275,]                         0.80383418
## [276,]                         0.70284417
## [277,]                         0.24164588
## [278,]                         0.61655998
## [279,]                         0.65961208
## [280,]                         0.53629010
## [281,]                         0.81311047
## [282,]                         0.76332935
## [283,]                         0.70968200
## [284,]                         0.55287718
## [285,]                         0.03391486
## [286,]                         0.71519857
## [287,]                         0.58856036
## [288,]                         0.62421692
## [289,]                         0.53307620
## [290,]                         0.64022394
## [291,]                         0.69185631
## [292,]                         0.51610086
## [293,]                         0.48104177
## [294,]                         0.70476373
## [295,]                         0.28347919
## [296,]                         0.16114423
## [297,]                         0.61282047
## [298,]                         0.42648540
## [299,]                         0.37891084
## [300,]                         0.52482106
## [301,]                         0.50339502
## [302,]                         0.24536001
## [303,]                         0.32070272
## [304,]                         0.55870404
## [305,]                         0.62683685
## [306,]                         0.57513243
## [307,]                         0.93501439
## [308,]                         0.22434941
## [309,]                         0.51578504
## [310,]                         0.41632835
## [311,]                         0.72972225
## [312,]                         0.60665464
## [313,]                         0.63210329
## [314,]                         0.60339962
## [315,]                         0.35910187
## [316,]                         0.59948715
## [317,]                         0.68639207
## [318,]                         0.68610633
## [319,]                         0.49041364
## [320,]                         0.49065487
## [321,]                         0.45447727
## [322,]                         0.10056061
## [323,]                         0.44588902
## [324,]                         0.71050581
## [325,]                         0.00000000
## [326,]                         0.66728288
## [327,]                         0.53371061
## [328,]                         0.28640364
## [329,]                         0.68552713
## [330,]                         0.73709555
## [331,]                         0.59864762
## [332,]                         0.49118271
## [333,]                         0.47768598
## [334,]                         0.40653150
## [335,]                         0.27028269
## [336,]                         0.43443617
## [337,]                         0.61577915
## [338,]                         0.46930880
## [339,]                         0.18902329
## [340,]                         0.63246897
## [341,]                         0.57009610
## [342,]                         0.55775717
## [343,]                         0.38247001
## [344,]                         0.38758279
## [345,]                         0.55999750
## [346,]                         0.61732148
## [347,]                         0.45680686
## [348,]                         0.61580126
## [349,]                         0.59722461
## [350,]                         0.46721561
## [351,]                         0.39236749
## [352,]                         0.33216174
## [353,]                         0.11123150
## [354,]                         0.50134713
## [355,]                         0.67548940
## [356,]                         0.67088916
## [357,]                         0.49832884
## [358,]                         0.60165828
## [359,]                         0.74316216
## [360,]                         0.88140441
## [361,]                         0.54216205
## [362,]                         0.49670840
## [363,]                         0.62631338
## [364,]                         0.52946123
## [365,]                         0.49082643
## [366,]                         0.44921504
## [367,]                         0.56793686
## [368,]                         0.54769105
## [369,]                         0.60599013
## [370,]                         0.49680600
## [371,]                         0.62702966
## [372,]                         0.63767196
## [373,]                         0.40723562
## [374,]                         0.73180318
## [375,]                         0.53126285
## [376,]                         0.54144605
## [377,]                         0.74851208
##        wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis
##   [1,]                                     0.084781518
##   [2,]                                     0.030619849
##   [3,]                                     0.027006600
##   [4,]                                     0.027246886
##   [5,]                                     0.019438958
##   [6,]                                     0.034990154
##   [7,]                                     0.258867791
##   [8,]                                     0.020186564
##   [9,]                                     0.048286376
##  [10,]                                     0.040586066
##  [11,]                                     0.023534627
##  [12,]                                     0.031649301
##  [13,]                                     0.041822393
##  [14,]                                     0.043765291
##  [15,]                                     0.105110004
##  [16,]                                     0.042702924
##  [17,]                                     0.017963872
##  [18,]                                     0.024501577
##  [19,]                                     0.024805003
##  [20,]                                     0.035015211
##  [21,]                                     0.100412829
##  [22,]                                     0.019318579
##  [23,]                                     0.035640844
##  [24,]                                     0.048776187
##  [25,]                                     0.021426197
##  [26,]                                     0.042621971
##  [27,]                                     0.066302934
##  [28,]                                     0.001120832
##  [29,]                                     0.116925579
##  [30,]                                     0.062027727
##  [31,]                                     0.048515052
##  [32,]                                     0.048040388
##  [33,]                                     0.027220172
##  [34,]                                     0.075530716
##  [35,]                                     0.015269678
##  [36,]                                     0.008213660
##  [37,]                                     0.040532580
##  [38,]                                     0.060443306
##  [39,]                                     0.045118547
##  [40,]                                     0.052058532
##  [41,]                                     0.035267739
##  [42,]                                     0.070017050
##  [43,]                                     0.090775842
##  [44,]                                     0.019570287
##  [45,]                                     0.026498456
##  [46,]                                     0.025140551
##  [47,]                                     0.055878643
##  [48,]                                     0.064368793
##  [49,]                                     0.044879951
##  [50,]                                     0.028419987
##  [51,]                                     0.045168414
##  [52,]                                     0.038788102
##  [53,]                                     0.229159514
##  [54,]                                     0.172104962
##  [55,]                                     0.062626046
##  [56,]                                     0.088648799
##  [57,]                                     0.032084824
##  [58,]                                     0.155582517
##  [59,]                                     0.047230041
##  [60,]                                     0.060797530
##  [61,]                                     0.024811760
##  [62,]                                     0.016040533
##  [63,]                                     0.040401973
##  [64,]                                     0.061539000
##  [65,]                                     0.049528189
##  [66,]                                     0.098007514
##  [67,]                                     0.078452084
##  [68,]                                     0.228212177
##  [69,]                                     0.041710017
##  [70,]                                     0.167338567
##  [71,]                                     0.182596717
##  [72,]                                     0.054559584
##  [73,]                                     0.129973331
##  [74,]                                     0.279279847
##  [75,]                                     0.062248980
##  [76,]                                     0.207661821
##  [77,]                                     0.037093752
##  [78,]                                     0.057143570
##  [79,]                                     0.082742012
##  [80,]                                     0.037428216
##  [81,]                                     0.056543924
##  [82,]                                     0.017920129
##  [83,]                                     0.170745089
##  [84,]                                     0.033787508
##  [85,]                                     0.029857316
##  [86,]                                     0.072294969
##  [87,]                                     0.201063382
##  [88,]                                     0.045953182
##  [89,]                                     0.014068187
##  [90,]                                     0.118076147
##  [91,]                                     0.073710396
##  [92,]                                     0.169786030
##  [93,]                                     0.018277351
##  [94,]                                     0.161886903
##  [95,]                                     0.219030452
##  [96,]                                     0.057354226
##  [97,]                                     0.234555398
##  [98,]                                     0.013591321
##  [99,]                                     0.008848792
## [100,]                                     0.088839602
## [101,]                                     0.231738413
## [102,]                                     0.085224390
## [103,]                                     0.045273422
## [104,]                                     0.038487865
## [105,]                                     0.088784450
## [106,]                                     0.030957259
## [107,]                                     0.028686474
## [108,]                                     0.030853484
## [109,]                                     0.148865468
## [110,]                                     0.073286863
## [111,]                                     0.062053382
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## [113,]                                     0.041857441
## [114,]                                     0.051307242
## [115,]                                     0.185646733
## [116,]                                     0.202256638
## [117,]                                     0.042012856
## [118,]                                     0.110904970
## [119,]                                     0.015479663
## [120,]                                     0.027255415
## [121,]                                     0.041830173
## [122,]                                     0.120012323
## [123,]                                     0.172348279
## [124,]                                     0.056889690
## [125,]                                     0.132522971
## [126,]                                     0.062864666
## [127,]                                     0.030657952
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## [129,]                                     0.182377589
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## [131,]                                     0.042779483
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## [133,]                                     0.040129866
## [134,]                                     0.339585093
## [135,]                                     0.677904898
## [136,]                                     0.022993712
## [137,]                                     0.042226862
## [138,]                                     0.039285645
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## [140,]                                     0.111093618
## [141,]                                     0.112737796
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## [143,]                                     0.203890483
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## [153,]                                     0.077569451
## [154,]                                     0.010769664
## [155,]                                     0.096503193
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## [158,]                                     0.091634110
## [159,]                                     0.083067740
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## [167,]                                     0.033977208
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## [169,]                                     0.022508207
## [170,]                                     0.026611989
## [171,]                                     0.046856934
## [172,]                                     0.017772269
## [173,]                                     0.039749232
## [174,]                                     0.044125408
## [175,]                                     0.053256522
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## [177,]                                     0.032033126
## [178,]                                     0.033064281
## [179,]                                     0.057236226
## [180,]                                     0.050699415
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## [182,]                                     0.077841978
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## [184,]                                     0.106026581
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## [187,]                                     0.034643664
## [188,]                                     0.067527357
## [189,]                                     0.083290888
## [190,]                                     0.012857427
## [191,]                                     0.026340930
## [192,]                                     0.087826888
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## [194,]                                     0.037791826
## [195,]                                     0.020201725
## [196,]                                     0.040938018
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## [198,]                                     0.037456640
## [199,]                                     0.056950241
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## [201,]                                     0.033396385
## [202,]                                     0.048801719
## [203,]                                     0.000000000
## [204,]                                     0.417892083
## [205,]                                     0.028885917
## [206,]                                     0.071640470
## [207,]                                     0.180397166
## [208,]                                     0.056819732
## [209,]                                     0.049179611
## [210,]                                     0.046543728
## [211,]                                     0.079107368
## [212,]                                     0.074204784
## [213,]                                     0.097483682
## [214,]                                     0.057525938
## [215,]                                     0.077112567
## [216,]                                     0.202145533
## [217,]                                     0.059954629
## [218,]                                     0.145775297
## [219,]                                     0.025117318
## [220,]                                     0.261064646
## [221,]                                     0.167867934
## [222,]                                     0.117946435
## [223,]                                     0.137193074
## [224,]                                     0.065453203
## [225,]                                     0.038101262
## [226,]                                     0.037929101
## [227,]                                     0.036202996
## [228,]                                     0.209097446
## [229,]                                     0.073358483
## [230,]                                     0.035506684
## [231,]                                     0.063380777
## [232,]                                     0.082638221
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## [234,]                                     0.063088227
## [235,]                                     0.059178012
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## [237,]                                     0.076204411
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## [239,]                                     0.201578934
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## [242,]                                     0.144405410
## [243,]                                     0.116808601
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## [245,]                                     0.087352296
## [246,]                                     0.105800218
## [247,]                                     0.089003024
## [248,]                                     0.088075356
## [249,]                                     0.236560064
## [250,]                                     0.095595120
## [251,]                                     0.137561170
## [252,]                                     0.050987097
## [253,]                                     0.069665653
## [254,]                                     0.261351731
## [255,]                                     0.047834618
## [256,]                                     0.137977910
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## [258,]                                     0.071246020
## [259,]                                     0.094101985
## [260,]                                     0.089432963
## [261,]                                     0.352586902
## [262,]                                     0.317152008
## [263,]                                     0.136765376
## [264,]                                     0.067710311
## [265,]                                     0.028702295
## [266,]                                     0.082348742
## [267,]                                     0.029571074
## [268,]                                     0.018871569
## [269,]                                     0.040873398
## [270,]                                     0.074564343
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## [277,]                                     0.104056052
## [278,]                                     0.115332667
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## [280,]                                     0.101522640
## [281,]                                     0.015800004
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## [283,]                                     0.131376384
## [284,]                                     0.192420995
## [285,]                                     0.208637195
## [286,]                                     0.083601541
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## [289,]                                     0.043971689
## [290,]                                     0.175866904
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## [299,]                                     0.067913893
## [300,]                                     0.124968531
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## [302,]                                     0.034144230
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## [310,]                                     0.084854642
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## [314,]                                     0.121872763
## [315,]                                     0.032915033
## [316,]                                     0.107714444
## [317,]                                     0.165415206
## [318,]                                     0.096845178
## [319,]                                     0.161412831
## [320,]                                     0.179610228
## [321,]                                     0.302995617
## [322,]                                     0.091080899
## [323,]                                     0.147149861
## [324,]                                     0.370879196
## [325,]                                     0.182134076
## [326,]                                     0.102656154
## [327,]                                     0.167482350
## [328,]                                     0.110269335
## [329,]                                     0.079443758
## [330,]                                     0.191754685
## [331,]                                     0.208324698
## [332,]                                     0.084337805
## [333,]                                     0.045703896
## [334,]                                     0.169876395
## [335,]                                     0.083217596
## [336,]                                     0.162226546
## [337,]                                     0.205151337
## [338,]                                     0.102273570
## [339,]                                     0.265819421
## [340,]                                     0.052948612
## [341,]                                     0.271089750
## [342,]                                     0.174054182
## [343,]                                     0.191819501
## [344,]                                     0.363871223
## [345,]                                     0.051589893
## [346,]                                     0.255602739
## [347,]                                     0.147706689
## [348,]                                     0.079819169
## [349,]                                     0.094935053
## [350,]                                     0.085959363
## [351,]                                     0.044701649
## [352,]                                     1.000000000
## [353,]                                     0.071320658
## [354,]                                     0.118300920
## [355,]                                     0.085198499
## [356,]                                     0.115105828
## [357,]                                     0.082762805
## [358,]                                     0.114480476
## [359,]                                     0.167496819
## [360,]                                     0.060795847
## [361,]                                     0.159020564
## [362,]                                     0.093123318
## [363,]                                     0.029214888
## [364,]                                     0.031381439
## [365,]                                     0.035304021
## [366,]                                     0.122496374
## [367,]                                     0.250181203
## [368,]                                     0.063493787
## [369,]                                     0.088466801
## [370,]                                     0.188546383
## [371,]                                     0.143133128
## [372,]                                     0.067521823
## [373,]                                     0.139549773
## [374,]                                     0.010650600
## [375,]                                     0.163152670
## [376,]                                     0.311299389
## [377,]                                     0.106722047
##        wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis
##   [1,]                                         0.0938076472
##   [2,]                                         0.0488819418
##   [3,]                                         0.0734117141
##   [4,]                                         0.0598835876
##   [5,]                                         0.0431015425
##   [6,]                                         0.1037938382
##   [7,]                                         0.2494949480
##   [8,]                                         0.0505271773
##   [9,]                                         0.1122856151
##  [10,]                                         0.0999485897
##  [11,]                                         0.0652857219
##  [12,]                                         0.0754188957
##  [13,]                                         0.0726872828
##  [14,]                                         0.1570212743
##  [15,]                                         0.3187285223
##  [16,]                                         0.0846907199
##  [17,]                                         0.0439931503
##  [18,]                                         0.0370410961
##  [19,]                                         0.0433824852
##  [20,]                                         0.0660812162
##  [21,]                                         0.1891667664
##  [22,]                                         0.0309069145
##  [23,]                                         0.0495735038
##  [24,]                                         0.0530967726
##  [25,]                                         0.0305365125
##  [26,]                                         0.0900044015
##  [27,]                                         0.0386578350
##  [28,]                                         0.0000000000
##  [29,]                                         0.0910501056
##  [30,]                                         0.0734077351
##  [31,]                                         0.0711258114
##  [32,]                                         0.1401546412
##  [33,]                                         0.0388919044
##  [34,]                                         0.0913136452
##  [35,]                                         0.0291517375
##  [36,]                                         0.0109045356
##  [37,]                                         0.0456809667
##  [38,]                                         0.0789887665
##  [39,]                                         0.0560987994
##  [40,]                                         0.1189901623
##  [41,]                                         0.0674492445
##  [42,]                                         0.2828487435
##  [43,]                                         0.2354337221
##  [44,]                                         0.0323645965
##  [45,]                                         0.0524628525
##  [46,]                                         0.0491669452
##  [47,]                                         0.1019483247
##  [48,]                                         0.0928209812
##  [49,]                                         0.0752482218
##  [50,]                                         0.0725244497
##  [51,]                                         0.0591604657
##  [52,]                                         0.0746861574
##  [53,]                                         0.4689372576
##  [54,]                                         0.3802681106
##  [55,]                                         0.1231952722
##  [56,]                                         0.0974196973
##  [57,]                                         0.0195892861
##  [58,]                                         0.1608781310
##  [59,]                                         0.0801934955
##  [60,]                                         0.1131859119
##  [61,]                                         0.0366412741
##  [62,]                                         0.0577377660
##  [63,]                                         0.0438976494
##  [64,]                                         0.0934882623
##  [65,]                                         0.0467821226
##  [66,]                                         0.2385262941
##  [67,]                                         0.1255239827
##  [68,]                                         0.3596533107
##  [69,]                                         0.0801016766
##  [70,]                                         0.3083659059
##  [71,]                                         0.3143249974
##  [72,]                                         0.1618301990
##  [73,]                                         0.1543458156
##  [74,]                                         0.7302917048
##  [75,]                                         0.1311811815
##  [76,]                                         0.8250633484
##  [77,]                                         0.0247091681
##  [78,]                                         0.0660303429
##  [79,]                                         0.0828621379
##  [80,]                                         0.0210817716
##  [81,]                                         0.0847574083
##  [82,]                                         0.0363044374
##  [83,]                                         0.5766364286
##  [84,]                                         0.0606840250
##  [85,]                                         0.0460185826
##  [86,]                                         0.1548559289
##  [87,]                                         0.4081966135
##  [88,]                                         0.0628484976
##  [89,]                                         0.0249633357
##  [90,]                                         0.2817950997
##  [91,]                                         0.0723114884
##  [92,]                                         0.5148498177
##  [93,]                                         0.0355211498
##  [94,]                                         0.4773129020
##  [95,]                                         0.1359218079
##  [96,]                                         0.1265026131
##  [97,]                                         0.5132885236
##  [98,]                                         0.0300751782
##  [99,]                                         0.0182193951
## [100,]                                         0.1032713076
## [101,]                                         0.3367602539
## [102,]                                         0.3174279980
## [103,]                                         0.0886257908
## [104,]                                         0.0748871249
## [105,]                                         0.1886043875
## [106,]                                         0.0580511380
## [107,]                                         0.0730173943
## [108,]                                         0.0773856649
## [109,]                                         0.3896334302
## [110,]                                         0.1946362667
## [111,]                                         0.1360694005
## [112,]                                         0.0432045875
## [113,]                                         0.0920161491
## [114,]                                         0.1024960403
## [115,]                                         0.4055375294
## [116,]                                         0.1215844890
## [117,]                                         0.0632073123
## [118,]                                         0.3716918801
## [119,]                                         0.0290522348
## [120,]                                         0.0440602930
## [121,]                                         0.0852624114
## [122,]                                         0.1853028469
## [123,]                                         0.2775002341
## [124,]                                         0.1367147056
## [125,]                                         0.2086384448
## [126,]                                         0.1291887711
## [127,]                                         0.0644109978
## [128,]                                         0.0795566643
## [129,]                                         0.3030818011
## [130,]                                         0.0398764185
## [131,]                                         0.1644377329
## [132,]                                         0.1981156274
## [133,]                                         0.0646139741
## [134,]                                         0.9401011222
## [135,]                                         1.0000000000
## [136,]                                         0.0414147578
## [137,]                                         0.1750410581
## [138,]                                         0.1016347782
## [139,]                                         0.0269094541
## [140,]                                         0.1875735987
## [141,]                                         0.2732892980
## [142,]                                         0.1289348349
## [143,]                                         0.8024587551
## [144,]                                         0.0487435862
## [145,]                                         0.2039551193
## [146,]                                         0.1323175669
## [147,]                                         0.0211522550
## [148,]                                         0.0041787451
## [149,]                                         0.2076841076
## [150,]                                         0.1274676534
## [151,]                                         0.2980349655
## [152,]                                         0.0824880378
## [153,]                                         0.2975829911
## [154,]                                         0.0185180215
## [155,]                                         0.2658120805
## [156,]                                         0.0200524203
## [157,]                                         0.2430006125
## [158,]                                         0.2254292293
## [159,]                                         0.1158546647
## [160,]                                         0.1541781755
## [161,]                                         0.1562096264
## [162,]                                         0.6597713043
## [163,]                                         0.1003198097
## [164,]                                         0.0522071151
## [165,]                                         0.0420181854
## [166,]                                         0.9733408129
## [167,]                                         0.0680675293
## [168,]                                         0.3965420567
## [169,]                                         0.0674195873
## [170,]                                         0.0775541674
## [171,]                                         0.1408679031
## [172,]                                         0.0297752342
## [173,]                                         0.0555821800
## [174,]                                         0.1099736506
## [175,]                                         0.0820545732
## [176,]                                         0.1195913552
## [177,]                                         0.0865758887
## [178,]                                         0.0958493055
## [179,]                                         0.2404092543
## [180,]                                         0.0652661924
## [181,]                                         0.1001090272
## [182,]                                         0.1613654523
## [183,]                                         0.0329451987
## [184,]                                         0.2310062518
## [185,]                                         0.2612151861
## [186,]                                         0.2034146916
## [187,]                                         0.0793023996
## [188,]                                         0.2788828158
## [189,]                                         0.2404321698
## [190,]                                         0.0282518677
## [191,]                                         0.0622096671
## [192,]                                         0.1484307755
## [193,]                                         0.0604248904
## [194,]                                         0.0981313011
## [195,]                                         0.0544656142
## [196,]                                         0.1024323874
## [197,]                                         0.0789171000
## [198,]                                         0.0929947570
## [199,]                                         0.0976297803
## [200,]                                         0.1055412566
## [201,]                                         0.0911209496
## [202,]                                         0.1250464561
## [203,]                                         0.0014023121
## [204,]                                         0.5661795816
## [205,]                                         0.0642284878
## [206,]                                         0.1869548623
## [207,]                                         0.3502977216
## [208,]                                         0.0855992265
## [209,]                                         0.0779423594
## [210,]                                         0.0701549347
## [211,]                                         0.1039208220
## [212,]                                         0.0820154292
## [213,]                                         0.2215762078
## [214,]                                         0.1063675052
## [215,]                                         0.1018418417
## [216,]                                         0.3265715584
## [217,]                                         0.0483286162
## [218,]                                         0.1650718251
## [219,]                                         0.0594521914
## [220,]                                         0.2699165450
## [221,]                                         0.2328568756
## [222,]                                         0.2271036059
## [223,]                                         0.3351054366
## [224,]                                         0.1091188712
## [225,]                                         0.0291393498
## [226,]                                         0.0448075181
## [227,]                                         0.0691180238
## [228,]                                         0.1776537776
## [229,]                                         0.1686297921
## [230,]                                         0.0268803784
## [231,]                                         0.0902559718
## [232,]                                         0.0972306848
## [233,]                                         0.2782619217
## [234,]                                         0.1340528029
## [235,]                                         0.1039951321
## [236,]                                         0.0820332765
## [237,]                                         0.1074899556
## [238,]                                         0.6643278925
## [239,]                                         0.2918345790
## [240,]                                         0.3745790218
## [241,]                                         0.0487051963
## [242,]                                         0.1302645287
## [243,]                                         0.1380332959
## [244,]                                         0.0509015161
## [245,]                                         0.0871773286
## [246,]                                         0.0644817587
## [247,]                                         0.1513548838
## [248,]                                         0.3389828980
## [249,]                                         0.6331649932
## [250,]                                         0.0340529265
## [251,]                                         0.1761484630
## [252,]                                         0.0905376017
## [253,]                                         0.1366287081
## [254,]                                         0.6959191029
## [255,]                                         0.0617423930
## [256,]                                         0.0852404815
## [257,]                                         0.0536896675
## [258,]                                         0.0722336994
## [259,]                                         0.1469351336
## [260,]                                         0.1117784943
## [261,]                                         0.5198815106
## [262,]                                         0.2987969866
## [263,]                                         0.1467381692
## [264,]                                         0.1008280812
## [265,]                                         0.0585849835
## [266,]                                         0.0932834074
## [267,]                                         0.0568080311
## [268,]                                         0.0348910352
## [269,]                                         0.0491162978
## [270,]                                         0.1244039712
## [271,]                                         0.7153155739
## [272,]                                         0.0409004040
## [273,]                                         0.0386238575
## [274,]                                         0.5569551085
## [275,]                                         0.0071721675
## [276,]                                         0.3258820265
## [277,]                                         0.1496770445
## [278,]                                         0.0736898133
## [279,]                                         0.1645195874
## [280,]                                         0.1751974880
## [281,]                                         0.0323891614
## [282,]                                         0.0379664069
## [283,]                                         0.3087165357
## [284,]                                         0.1598922755
## [285,]                                         0.2362674706
## [286,]                                         0.0842762805
## [287,]                                         0.4757241076
## [288,]                                         0.6523494250
## [289,]                                         0.0215386809
## [290,]                                         0.1910645938
## [291,]                                         0.1701123824
## [292,]                                         0.2677743282
## [293,]                                         0.3492019870
## [294,]                                         0.3773528262
## [295,]                                         0.0629820332
## [296,]                                         0.0723800727
## [297,]                                         0.1059010351
## [298,]                                         0.0961345800
## [299,]                                         0.0840363405
## [300,]                                         0.1594496830
## [301,]                                         0.1075376354
## [302,]                                         0.0359410892
## [303,]                                         0.0243048325
## [304,]                                         0.0706184598
## [305,]                                         0.5905681689
## [306,]                                         0.5948063310
## [307,]                                         0.0659422557
## [308,]                                         0.0899548924
## [309,]                                         0.1003152193
## [310,]                                         0.0592870542
## [311,]                                         0.0878941921
## [312,]                                         0.0898633497
## [313,]                                         0.1724447831
## [314,]                                         0.1270512320
## [315,]                                         0.0269855435
## [316,]                                         0.0998977757
## [317,]                                         0.3237909621
## [318,]                                         0.0921414909
## [319,]                                         0.0531716284
## [320,]                                         0.1292811757
## [321,]                                         0.1853303651
## [322,]                                         0.0305566305
## [323,]                                         0.0938378171
## [324,]                                         0.3782672513
## [325,]                                         0.2424513055
## [326,]                                         0.0591178664
## [327,]                                         0.4039626782
## [328,]                                         0.0490281317
## [329,]                                         0.2020214813
## [330,]                                         0.5660488201
## [331,]                                         0.1197972469
## [332,]                                         0.0793840836
## [333,]                                         0.0178948591
## [334,]                                         0.0607075326
## [335,]                                         0.0195022347
## [336,]                                         0.1486988514
## [337,]                                         0.1957640234
## [338,]                                         0.0770774395
## [339,]                                         0.0903154405
## [340,]                                         0.0395587606
## [341,]                                         0.4932341201
## [342,]                                         0.1306028539
## [343,]                                         0.3438161496
## [344,]                                         0.9730965482
## [345,]                                         0.0240684265
## [346,]                                         0.3177375169
## [347,]                                         0.1713345806
## [348,]                                         0.0697340811
## [349,]                                         0.2160151719
## [350,]                                         0.1834988211
## [351,]                                         0.0162682299
## [352,]                                         0.7128607483
## [353,]                                         0.0133294832
## [354,]                                         0.1278921201
## [355,]                                         0.1958967789
## [356,]                                         0.2511643928
## [357,]                                         0.0309942559
## [358,]                                         0.0624932355
## [359,]                                         0.0988319616
## [360,]                                         0.0454726736
## [361,]                                         0.1250617705
## [362,]                                         0.0849358208
## [363,]                                         0.0583894859
## [364,]                                         0.0606078076
## [365,]                                         0.0626942618
## [366,]                                         0.0634653702
## [367,]                                         0.4346639603
## [368,]                                         0.0240021135
## [369,]                                         0.2396872240
## [370,]                                         0.2054744802
## [371,]                                         0.4355282541
## [372,]                                         0.0365578726
## [373,]                                         0.0754660236
## [374,]                                         0.0001545975
## [375,]                                         0.0926171705
## [376,]                                         0.2063305143
## [377,]                                         0.0853331696
##        wavelet.HHH_glrlm_GrayLevelVariance
##   [1,]                          0.02468694
##   [2,]                          0.05726171
##   [3,]                          0.23996061
##   [4,]                          0.02922991
##   [5,]                          0.30141340
##   [6,]                          0.40809157
##   [7,]                          0.02454652
##   [8,]                          0.24701740
##   [9,]                          0.09152007
##  [10,]                          0.10623060
##  [11,]                          0.11730584
##  [12,]                          0.23342079
##  [13,]                          0.02461725
##  [14,]                          0.02450099
##  [15,]                          0.25141310
##  [16,]                          0.05721113
##  [17,]                          0.17497677
##  [18,]                          0.04223871
##  [19,]                          0.04088063
##  [20,]                          0.11850739
##  [21,]                          0.14715846
##  [22,]                          0.11201310
##  [23,]                          0.03465512
##  [24,]                          0.02459370
##  [25,]                          0.05813341
##  [26,]                          0.06278176
##  [27,]                          0.02468688
##  [28,]                          0.13578782
##  [29,]                          0.02467090
##  [30,]                          0.02637288
##  [31,]                          0.08748578
##  [32,]                          0.04960938
##  [33,]                          0.06005636
##  [34,]                          0.02469418
##  [35,]                          0.04280845
##  [36,]                          0.06597159
##  [37,]                          0.03156127
##  [38,]                          0.02407894
##  [39,]                          0.02469459
##  [40,]                          0.04654602
##  [41,]                          0.26190616
##  [42,]                          0.43325114
##  [43,]                          1.00000000
##  [44,]                          0.06167621
##  [45,]                          0.02633537
##  [46,]                          0.05048094
##  [47,]                          0.07729080
##  [48,]                          0.02465412
##  [49,]                          0.02760316
##  [50,]                          0.30122152
##  [51,]                          0.02467738
##  [52,]                          0.03433208
##  [53,]                          0.02425518
##  [54,]                          0.22246884
##  [55,]                          0.02453015
##  [56,]                          0.03469185
##  [57,]                          0.02542433
##  [58,]                          0.02464260
##  [59,]                          0.03430632
##  [60,]                          0.03292174
##  [61,]                          0.03029059
##  [62,]                          0.08367574
##  [63,]                          0.02464266
##  [64,]                          0.02626433
##  [65,]                          0.02467380
##  [66,]                          0.09387975
##  [67,]                          0.04844399
##  [68,]                          0.02450659
##  [69,]                          0.05805305
##  [70,]                          0.02453602
##  [71,]                          0.02448214
##  [72,]                          0.66223726
##  [73,]                          0.02461689
##  [74,]                          0.02025775
##  [75,]                          0.28041197
##  [76,]                          0.19001398
##  [77,]                          0.02470040
##  [78,]                          0.02465808
##  [79,]                          0.02468564
##  [80,]                          0.04766595
##  [81,]                          0.09251405
##  [82,]                          0.03747441
##  [83,]                          0.02395895
##  [84,]                          0.06965722
##  [85,]                          0.02465494
##  [86,]                          0.02461057
##  [87,]                          0.02402662
##  [88,]                          0.03331616
##  [89,]                          0.25071353
##  [90,]                          0.02452779
##  [91,]                          0.07562009
##  [92,]                          0.02294728
##  [93,]                          0.08417211
##  [94,]                          0.01796772
##  [95,]                          0.02463439
##  [96,]                          0.02851589
##  [97,]                          0.02428338
##  [98,]                          0.10054781
##  [99,]                          0.06892825
## [100,]                          0.02467199
## [101,]                          0.02436072
## [102,]                          0.02350727
## [103,]                          0.05383493
## [104,]                          0.04863554
## [105,]                          0.02459627
## [106,]                          0.13065449
## [107,]                          0.48663550
## [108,]                          0.09514049
## [109,]                          0.02452319
## [110,]                          0.08505771
## [111,]                          0.02466123
## [112,]                          0.03911738
## [113,]                          0.07614361
## [114,]                          0.03273084
## [115,]                          0.02155392
## [116,]                          0.02416899
## [117,]                          0.04964055
## [118,]                          0.02441321
## [119,]                          0.03857806
## [120,]                          0.05403889
## [121,]                          0.03478146
## [122,]                          0.02467847
## [123,]                          0.02470092
## [124,]                          0.02469033
## [125,]                          0.02442667
## [126,]                          0.04387619
## [127,]                          0.12092326
## [128,]                          0.02517711
## [129,]                          0.02439898
## [130,]                          0.09625255
## [131,]                          0.08361643
## [132,]                          0.05430653
## [133,]                          0.06855354
## [134,]                          0.02009160
## [135,]                          0.02068197
## [136,]                          0.15341813
## [137,]                          0.36062962
## [138,]                          0.04895486
## [139,]                          0.06699377
## [140,]                          0.02466744
## [141,]                          0.24072659
## [142,]                          0.04472323
## [143,]                          0.18917293
## [144,]                          0.02469092
## [145,]                          0.04480907
## [146,]                          0.02465017
## [147,]                          0.09552121
## [148,]                          0.15515308
## [149,]                          0.02425399
## [150,]                          0.02466535
## [151,]                          0.02346018
## [152,]                          0.19958634
## [153,]                          0.22178921
## [154,]                          0.05112871
## [155,]                          0.07939283
## [156,]                          0.12906063
## [157,]                          0.02459592
## [158,]                          0.02363932
## [159,]                          0.03117921
## [160,]                          0.04419529
## [161,]                          0.06703596
## [162,]                          0.02387348
## [163,]                          0.11299509
## [164,]                          0.03670322
## [165,]                          0.38134882
## [166,]                          0.02306726
## [167,]                          0.04689960
## [168,]                          0.01417657
## [169,]                          0.07941873
## [170,]                          0.21939989
## [171,]                          0.09166283
## [172,]                          0.09051654
## [173,]                          0.04450533
## [174,]                          0.03260286
## [175,]                          0.02457009
## [176,]                          0.03933183
## [177,]                          0.20253945
## [178,]                          0.10791152
## [179,]                          0.33559141
## [180,]                          0.02461381
## [181,]                          0.09876658
## [182,]                          0.02467394
## [183,]                          0.14167347
## [184,]                          0.03572281
## [185,]                          0.02440106
## [186,]                          0.11337852
## [187,]                          0.09611363
## [188,]                          0.08790437
## [189,]                          0.05517296
## [190,]                          0.07719246
## [191,]                          0.04094415
## [192,]                          0.02897961
## [193,]                          0.04927140
## [194,]                          0.08734113
## [195,]                          0.36178096
## [196,]                          0.09359772
## [197,]                          0.11347321
## [198,]                          0.09937007
## [199,]                          0.02444195
## [200,]                          0.11135280
## [201,]                          0.10089188
## [202,]                          0.05410372
## [203,]                          0.87394623
## [204,]                          0.02464988
## [205,]                          0.10954830
## [206,]                          0.04254230
## [207,]                          0.02455310
## [208,]                          0.02465625
## [209,]                          0.03854092
## [210,]                          0.02467703
## [211,]                          0.02802207
## [212,]                          0.02467663
## [213,]                          0.06034090
## [214,]                          0.04847284
## [215,]                          0.02461416
## [216,]                          0.02467871
## [217,]                          0.02640874
## [218,]                          0.02446424
## [219,]                          0.11848945
## [220,]                          0.02339372
## [221,]                          0.02442948
## [222,]                          0.02440279
## [223,]                          0.02401177
## [224,]                          0.02431409
## [225,]                          0.03018775
## [226,]                          0.02468789
## [227,]                          0.04724038
## [228,]                          0.02467436
## [229,]                          0.02453088
## [230,]                          0.02588085
## [231,]                          0.02467955
## [232,]                          0.02466145
## [233,]                          0.02451338
## [234,]                          0.02428632
## [235,]                          0.02455598
## [236,]                          0.02463461
## [237,]                          0.02439509
## [238,]                          0.02387799
## [239,]                          0.02460674
## [240,]                          0.02439440
## [241,]                          0.03236858
## [242,]                          0.02434681
## [243,]                          0.02468758
## [244,]                          0.02469303
## [245,]                          0.02458157
## [246,]                          0.02465849
## [247,]                          0.02468172
## [248,]                          0.41240024
## [249,]                          0.00000000
## [250,]                          0.02469753
## [251,]                          0.02465120
## [252,]                          0.02467634
## [253,]                          0.03125430
## [254,]                          0.01588359
## [255,]                          0.02468989
## [256,]                          0.02469061
## [257,]                          0.03515304
## [258,]                          0.02631930
## [259,]                          0.03884851
## [260,]                          0.02460570
## [261,]                          0.02320625
## [262,]                          0.02428442
## [263,]                          0.02452580
## [264,]                          0.02462306
## [265,]                          0.11670109
## [266,]                          0.02467783
## [267,]                          0.04686417
## [268,]                          0.06356436
## [269,]                          0.09756612
## [270,]                          0.02468897
## [271,]                          0.02179800
## [272,]                          0.02469719
## [273,]                          0.02469903
## [274,]                          0.02031698
## [275,]                          0.22230200
## [276,]                          0.02438310
## [277,]                          0.02467268
## [278,]                          0.02467149
## [279,]                          0.02459793
## [280,]                          0.07461515
## [281,]                          0.16326668
## [282,]                          0.02985934
## [283,]                          0.02434797
## [284,]                          0.02426176
## [285,]                          0.02466891
## [286,]                          0.03590781
## [287,]                          0.02223386
## [288,]                          0.02319988
## [289,]                          0.02469327
## [290,]                          0.02453589
## [291,]                          0.02462800
## [292,]                          0.02468936
## [293,]                          0.02432956
## [294,]                          0.02441234
## [295,]                          0.02469861
## [296,]                          0.02833627
## [297,]                          0.02461538
## [298,]                          0.02465212
## [299,]                          0.02464007
## [300,]                          0.02451660
## [301,]                          0.02466063
## [302,]                          0.07467578
## [303,]                          0.02463617
## [304,]                          0.02802796
## [305,]                          0.02238607
## [306,]                          0.02210015
## [307,]                          0.02469334
## [308,]                          0.02470097
## [309,]                          0.03474196
## [310,]                          0.02466108
## [311,]                          0.02680818
## [312,]                          0.02383085
## [313,]                          0.02245525
## [314,]                          0.02462920
## [315,]                          0.02462318
## [316,]                          0.02443973
## [317,]                          0.02210543
## [318,]                          0.02467446
## [319,]                          0.02466052
## [320,]                          0.02453314
## [321,]                          0.02408152
## [322,]                          0.02465277
## [323,]                          0.02461469
## [324,]                          0.02076923
## [325,]                          0.02469992
## [326,]                          0.02465928
## [327,]                          0.02199040
## [328,]                          0.02459439
## [329,]                          0.06321965
## [330,]                          0.01881625
## [331,]                          0.02463982
## [332,]                          0.02449962
## [333,]                          0.02469164
## [334,]                          0.02468289
## [335,]                          0.02470151
## [336,]                          0.02446162
## [337,]                          0.02420549
## [338,]                          0.02455290
## [339,]                          0.02468915
## [340,]                          0.02456703
## [341,]                          0.02320070
## [342,]                          0.02456474
## [343,]                          0.02320600
## [344,]                          0.01863351
## [345,]                          0.03672754
## [346,]                          0.02432076
## [347,]                          0.02465199
## [348,]                          0.02466480
## [349,]                          0.05833148
## [350,]                          0.02455073
## [351,]                          0.02469641
## [352,]                          0.01604683
## [353,]                          0.02512948
## [354,]                          0.02460670
## [355,]                          0.09401091
## [356,]                          0.02383138
## [357,]                          0.02469463
## [358,]                          0.02468336
## [359,]                          0.02453896
## [360,]                          0.70001441
## [361,]                          0.02463209
## [362,]                          0.02423546
## [363,]                          0.04885048
## [364,]                          0.04415984
## [365,]                          0.06222922
## [366,]                          0.02464018
## [367,]                          0.02455571
## [368,]                          0.02456034
## [369,]                          0.12526663
## [370,]                          0.02443852
## [371,]                          0.01817090
## [372,]                          0.02459529
## [373,]                          0.02466651
## [374,]                          0.26674165
## [375,]                          0.02469524
## [376,]                          0.02457740
## [377,]                          0.02459896
##        log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized
##   [1,]                                                0.46837179
##   [2,]                                                0.39561007
##   [3,]                                                0.19722698
##   [4,]                                                0.23115092
##   [5,]                                                0.38820269
##   [6,]                                                0.52772357
##   [7,]                                                0.45215479
##   [8,]                                                0.28487529
##   [9,]                                                0.41646780
##  [10,]                                                0.57599233
##  [11,]                                                0.11453981
##  [12,]                                                0.13441546
##  [13,]                                                0.35522357
##  [14,]                                                0.25668205
##  [15,]                                                0.60608328
##  [16,]                                                0.12823709
##  [17,]                                                0.38227909
##  [18,]                                                0.32032487
##  [19,]                                                0.52297025
##  [20,]                                                0.45743621
##  [21,]                                                0.31155879
##  [22,]                                                0.44834490
##  [23,]                                                0.38899647
##  [24,]                                                0.50743626
##  [25,]                                                0.50408197
##  [26,]                                                0.59593425
##  [27,]                                                0.52908127
##  [28,]                                                0.58691364
##  [29,]                                                0.34998384
##  [30,]                                                0.23536649
##  [31,]                                                0.69444324
##  [32,]                                                0.31971300
##  [33,]                                                0.50779654
##  [34,]                                                0.40226537
##  [35,]                                                0.56072185
##  [36,]                                                0.37170428
##  [37,]                                                0.25237841
##  [38,]                                                0.32315914
##  [39,]                                                0.17893982
##  [40,]                                                0.26234418
##  [41,]                                                0.49759525
##  [42,]                                                0.50374895
##  [43,]                                                0.20689140
##  [44,]                                                0.61472178
##  [45,]                                                0.41914720
##  [46,]                                                0.00000000
##  [47,]                                                0.56897805
##  [48,]                                                0.42377039
##  [49,]                                                0.23500848
##  [50,]                                                0.40264917
##  [51,]                                                0.70184675
##  [52,]                                                0.08021918
##  [53,]                                                0.45062828
##  [54,]                                                0.70390677
##  [55,]                                                0.40005883
##  [56,]                                                0.38179926
##  [57,]                                                0.33325750
##  [58,]                                                0.45584220
##  [59,]                                                0.30253027
##  [60,]                                                0.47220705
##  [61,]                                                0.40192399
##  [62,]                                                0.35767969
##  [63,]                                                0.37339325
##  [64,]                                                0.33626320
##  [65,]                                                0.77770520
##  [66,]                                                0.48864188
##  [67,]                                                0.40289328
##  [68,]                                                0.47385164
##  [69,]                                                0.24517089
##  [70,]                                                0.41058411
##  [71,]                                                0.10551680
##  [72,]                                                0.67903989
##  [73,]                                                0.49728998
##  [74,]                                                0.30552746
##  [75,]                                                0.49999959
##  [76,]                                                0.22558430
##  [77,]                                                0.53588910
##  [78,]                                                0.59547005
##  [79,]                                                0.29246366
##  [80,]                                                0.58882802
##  [81,]                                                0.52115537
##  [82,]                                                0.24976922
##  [83,]                                                0.71713262
##  [84,]                                                0.31247284
##  [85,]                                                0.33752983
##  [86,]                                                0.49997542
##  [87,]                                                0.64526260
##  [88,]                                                0.40187594
##  [89,]                                                0.49973905
##  [90,]                                                0.29513888
##  [91,]                                                0.29652648
##  [92,]                                                0.53921262
##  [93,]                                                0.50178496
##  [94,]                                                0.70400186
##  [95,]                                                0.09647050
##  [96,]                                                0.27215951
##  [97,]                                                0.57516545
##  [98,]                                                0.35835914
##  [99,]                                                0.19247304
## [100,]                                                0.58975176
## [101,]                                                0.35329659
## [102,]                                                0.82977162
## [103,]                                                0.35147640
## [104,]                                                0.47130209
## [105,]                                                0.38204722
## [106,]                                                0.37771765
## [107,]                                                0.57970689
## [108,]                                                0.66057987
## [109,]                                                0.29874167
## [110,]                                                0.51212491
## [111,]                                                0.55992878
## [112,]                                                0.60781784
## [113,]                                                0.54728028
## [114,]                                                0.48869588
## [115,]                                                0.85038859
## [116,]                                                0.41984575
## [117,]                                                0.39734953
## [118,]                                                0.38298529
## [119,]                                                0.51346858
## [120,]                                                0.52014295
## [121,]                                                0.14390885
## [122,]                                                0.50822343
## [123,]                                                0.37164726
## [124,]                                                0.31927572
## [125,]                                                0.60164106
## [126,]                                                0.47743273
## [127,]                                                0.53211775
## [128,]                                                0.48692207
## [129,]                                                0.23864968
## [130,]                                                0.72041594
## [131,]                                                0.66525936
## [132,]                                                0.57669528
## [133,]                                                0.52095728
## [134,]                                                0.20665267
## [135,]                                                0.30756589
## [136,]                                                0.46201649
## [137,]                                                0.76992047
## [138,]                                                0.49303702
## [139,]                                                0.45492373
## [140,]                                                0.22119221
## [141,]                                                0.52364929
## [142,]                                                0.58780614
## [143,]                                                0.57048908
## [144,]                                                0.60243064
## [145,]                                                0.33454514
## [146,]                                                0.38649325
## [147,]                                                0.44246816
## [148,]                                                0.43145537
## [149,]                                                0.37815158
## [150,]                                                0.42492321
## [151,]                                                0.52389673
## [152,]                                                0.25600299
## [153,]                                                0.62032101
## [154,]                                                0.48031438
## [155,]                                                0.30028912
## [156,]                                                0.62172892
## [157,]                                                0.29033841
## [158,]                                                0.04586470
## [159,]                                                0.33044379
## [160,]                                                0.35554163
## [161,]                                                0.43645995
## [162,]                                                0.47834825
## [163,]                                                0.35239476
## [164,]                                                0.22032546
## [165,]                                                0.49444474
## [166,]                                                0.25609101
## [167,]                                                0.34821985
## [168,]                                                0.43707486
## [169,]                                                0.51639348
## [170,]                                                0.29932258
## [171,]                                                0.32655597
## [172,]                                                0.44183815
## [173,]                                                0.39876073
## [174,]                                                0.33628845
## [175,]                                                0.33613268
## [176,]                                                0.33022477
## [177,]                                                0.24665053
## [178,]                                                0.49400944
## [179,]                                                0.32045673
## [180,]                                                0.69229652
## [181,]                                                0.32390505
## [182,]                                                0.20608224
## [183,]                                                0.33895709
## [184,]                                                0.15984272
## [185,]                                                0.47095663
## [186,]                                                0.41656840
## [187,]                                                0.28736045
## [188,]                                                0.22725221
## [189,]                                                0.41811731
## [190,]                                                0.56680997
## [191,]                                                0.43965508
## [192,]                                                0.54144719
## [193,]                                                0.48899044
## [194,]                                                0.29573865
## [195,]                                                0.67394414
## [196,]                                                1.00000000
## [197,]                                                0.60679341
## [198,]                                                0.18357419
## [199,]                                                0.42210158
## [200,]                                                0.47908687
## [201,]                                                0.38514332
## [202,]                                                0.26722618
## [203,]                                                0.68864539
## [204,]                                                0.48796207
## [205,]                                                0.46054953
## [206,]                                                0.37429640
## [207,]                                                0.53509176
## [208,]                                                0.50264835
## [209,]                                                0.29877172
## [210,]                                                0.44145204
## [211,]                                                0.31980275
## [212,]                                                0.45900236
## [213,]                                                0.29577284
## [214,]                                                0.39650752
## [215,]                                                0.50415831
## [216,]                                                0.16050850
## [217,]                                                0.54435629
## [218,]                                                0.40694630
## [219,]                                                0.58105720
## [220,]                                                0.59811997
## [221,]                                                0.59164128
## [222,]                                                0.62947891
## [223,]                                                0.48057625
## [224,]                                                0.42470340
## [225,]                                                0.79149766
## [226,]                                                0.47100979
## [227,]                                                0.52521114
## [228,]                                                0.53518272
## [229,]                                                0.57670869
## [230,]                                                0.42770286
## [231,]                                                0.39403055
## [232,]                                                0.58159608
## [233,]                                                0.52590067
## [234,]                                                0.42455229
## [235,]                                                0.30514241
## [236,]                                                0.74419673
## [237,]                                                0.29126561
## [238,]                                                0.34386463
## [239,]                                                0.38431969
## [240,]                                                0.51767067
## [241,]                                                0.69857237
## [242,]                                                0.51384919
## [243,]                                                0.26785447
## [244,]                                                0.27629242
## [245,]                                                0.26923340
## [246,]                                                0.68490277
## [247,]                                                0.39799281
## [248,]                                                0.40046011
## [249,]                                                0.13255969
## [250,]                                                0.29771397
## [251,]                                                0.43575801
## [252,]                                                0.01551398
## [253,]                                                0.10670026
## [254,]                                                0.71507073
## [255,]                                                0.52340546
## [256,]                                                0.48572161
## [257,]                                                0.37005833
## [258,]                                                0.60888660
## [259,]                                                0.74630282
## [260,]                                                0.44331530
## [261,]                                                0.55142911
## [262,]                                                0.47502578
## [263,]                                                0.36298844
## [264,]                                                0.32272625
## [265,]                                                0.54227899
## [266,]                                                0.37607568
## [267,]                                                0.48882061
## [268,]                                                0.30704393
## [269,]                                                0.38459325
## [270,]                                                0.17504699
## [271,]                                                0.44812371
## [272,]                                                0.55197304
## [273,]                                                0.43307644
## [274,]                                                0.32970870
## [275,]                                                0.19287979
## [276,]                                                0.56335965
## [277,]                                                0.25761718
## [278,]                                                0.53519440
## [279,]                                                0.36677962
## [280,]                                                0.69443689
## [281,]                                                0.68861094
## [282,]                                                0.72505653
## [283,]                                                0.61711705
## [284,]                                                0.68358593
## [285,]                                                0.23036049
## [286,]                                                0.36859721
## [287,]                                                0.69758117
## [288,]                                                0.31650478
## [289,]                                                0.57033317
## [290,]                                                0.58198456
## [291,]                                                0.39659172
## [292,]                                                0.37036917
## [293,]                                                0.13409199
## [294,]                                                0.13245027
## [295,]                                                0.25882128
## [296,]                                                0.49550031
## [297,]                                                0.44345560
## [298,]                                                0.43265032
## [299,]                                                0.31599199
## [300,]                                                0.37228789
## [301,]                                                0.39207278
## [302,]                                                0.30927647
## [303,]                                                0.49346050
## [304,]                                                0.40380562
## [305,]                                                0.61033044
## [306,]                                                0.45499130
## [307,]                                                0.64576173
## [308,]                                                0.43207126
## [309,]                                                0.44244065
## [310,]                                                0.49582429
## [311,]                                                0.60597318
## [312,]                                                0.64025874
## [313,]                                                0.67898429
## [314,]                                                0.67861786
## [315,]                                                0.44438499
## [316,]                                                0.70241708
## [317,]                                                0.44090333
## [318,]                                                0.28622521
## [319,]                                                0.58562476
## [320,]                                                0.39174856
## [321,]                                                0.43635707
## [322,]                                                0.14703197
## [323,]                                                0.58475412
## [324,]                                                0.53041369
## [325,]                                                0.36344237
## [326,]                                                0.49786172
## [327,]                                                0.54035319
## [328,]                                                0.33165473
## [329,]                                                0.45101903
## [330,]                                                0.48276398
## [331,]                                                0.54870522
## [332,]                                                0.37386956
## [333,]                                                0.40994489
## [334,]                                                0.39542689
## [335,]                                                0.35626982
## [336,]                                                0.49601939
## [337,]                                                0.34589333
## [338,]                                                0.45424731
## [339,]                                                0.22862550
## [340,]                                                0.43813963
## [341,]                                                0.52410217
## [342,]                                                0.45013579
## [343,]                                                0.39947401
## [344,]                                                0.22558430
## [345,]                                                0.37900825
## [346,]                                                0.30438817
## [347,]                                                0.16369908
## [348,]                                                0.57122647
## [349,]                                                0.54265078
## [350,]                                                0.49276081
## [351,]                                                0.11422308
## [352,]                                                0.35497520
## [353,]                                                0.61205276
## [354,]                                                0.40317496
## [355,]                                                0.60461698
## [356,]                                                0.46584020
## [357,]                                                0.32896942
## [358,]                                                0.57266857
## [359,]                                                0.47411485
## [360,]                                                0.39242365
## [361,]                                                0.55374022
## [362,]                                                0.47095787
## [363,]                                                0.43282733
## [364,]                                                0.55708940
## [365,]                                                0.50285577
## [366,]                                                0.26524860
## [367,]                                                0.55603808
## [368,]                                                0.51205326
## [369,]                                                0.49495634
## [370,]                                                0.54204099
## [371,]                                                0.48455814
## [372,]                                                0.68394071
## [373,]                                                0.54215267
## [374,]                                                0.54013822
## [375,]                                                0.55286576
## [376,]                                                0.42524069
## [377,]                                                0.58868835
##        wavelet.HHH_glcm_Imc1 original_glcm_Imc1
##   [1,]            0.78557512          0.5974617
##   [2,]            0.63623375          0.3836748
##   [3,]            0.79765178          0.6353641
##   [4,]            0.42624589          0.6287230
##   [5,]            0.66218288          0.6201732
##   [6,]            0.87928084          0.6061095
##   [7,]            0.64707245          0.6063673
##   [8,]            0.49305060          0.6442708
##   [9,]            0.61109207          0.7169235
##  [10,]            0.78429477          0.6427045
##  [11,]            0.72252076          0.4974608
##  [12,]            0.62197240          0.4672865
##  [13,]            0.40077985          0.6259188
##  [14,]            0.56950732          0.6765981
##  [15,]            0.90005472          0.6580235
##  [16,]            0.64355240          0.5634098
##  [17,]            0.67483871          0.5851337
##  [18,]            0.74206731          0.3421135
##  [19,]            0.07029596          0.6870062
##  [20,]            0.89730569          0.4833092
##  [21,]            0.66432280          0.6564636
##  [22,]            0.70550085          0.3327764
##  [23,]            0.61498805          0.5769439
##  [24,]            0.90757010          0.5691738
##  [25,]            0.77058072          0.4867855
##  [26,]            0.77768554          0.6306650
##  [27,]            0.92456729          0.4852931
##  [28,]            0.73628151          0.4511921
##  [29,]            0.80532791          0.4510983
##  [30,]            0.76259633          0.4711976
##  [31,]            0.47634218          0.4969576
##  [32,]            0.91555555          0.5449658
##  [33,]            0.67107091          0.4851942
##  [34,]            0.46567489          0.4403595
##  [35,]            0.33706555          0.7571528
##  [36,]            0.39992925          0.5452879
##  [37,]            0.67734937          0.3504600
##  [38,]            0.63554554          0.6468203
##  [39,]            0.78929940          0.4110843
##  [40,]            0.51056263          0.5723502
##  [41,]            0.59046213          0.4015711
##  [42,]            0.83339267          0.6888027
##  [43,]            0.00000000          0.4669719
##  [44,]            0.70820021          0.4821561
##  [45,]            0.79091122          0.6052957
##  [46,]            0.52283867          0.5346119
##  [47,]            0.74445973          0.6059030
##  [48,]            0.51701323          0.5076235
##  [49,]            0.49209365          0.6854542
##  [50,]            0.90354978          0.5785392
##  [51,]            0.83924539          0.5130586
##  [52,]            0.38965957          0.6000239
##  [53,]            0.85073302          0.7376504
##  [54,]            0.73796665          0.6768743
##  [55,]            0.49616619          0.6876578
##  [56,]            0.82351669          0.6180067
##  [57,]            0.45764914          0.4393475
##  [58,]            0.35860962          0.5623940
##  [59,]            0.80825308          0.4942012
##  [60,]            0.72918199          0.5701798
##  [61,]            0.73299594          0.5009152
##  [62,]            0.56512311          0.7116873
##  [63,]            0.71060438          0.4811409
##  [64,]            0.53352121          0.4536435
##  [65,]            0.58715545          0.5005107
##  [66,]            0.84678934          0.4514946
##  [67,]            0.74826231          0.4586349
##  [68,]            0.80851024          0.5151120
##  [69,]            0.45334478          0.5468140
##  [70,]            0.76906622          0.6744227
##  [71,]            0.74069225          0.2612310
##  [72,]            0.77955713          0.6089121
##  [73,]            0.68047507          0.5495327
##  [74,]            0.59610203          0.6241450
##  [75,]            0.84277444          0.6480506
##  [76,]            0.77180416          0.3059860
##  [77,]            0.49114361          0.5213882
##  [78,]            0.59989690          0.5811221
##  [79,]            0.69447033          0.4127552
##  [80,]            0.44283392          0.5777437
##  [81,]            0.85636982          0.5306019
##  [82,]            0.42079257          0.6328414
##  [83,]            0.89633558          0.5498110
##  [84,]            0.70886119          0.4527076
##  [85,]            0.55240348          0.3823938
##  [86,]            0.70932252          0.6455485
##  [87,]            1.00000000          0.6168166
##  [88,]            0.65870241          0.3958695
##  [89,]            0.66946653          0.6094406
##  [90,]            0.85904977          0.7322772
##  [91,]            0.86313433          0.5310997
##  [92,]            0.92653557          0.6048761
##  [93,]            0.64640651          0.7103583
##  [94,]            0.97251114          0.3794250
##  [95,]            0.38106454          0.5492588
##  [96,]            0.52605184          0.5912806
##  [97,]            0.91354995          0.6341827
##  [98,]            0.68734372          0.5944632
##  [99,]            0.59738926          0.6061563
## [100,]            0.31497988          0.6508920
## [101,]            0.81384449          0.4855455
## [102,]            0.96555977          0.4599923
## [103,]            0.70475719          0.6953158
## [104,]            0.72338918          0.6357044
## [105,]            0.87817323          0.7706742
## [106,]            0.60300087          0.6152810
## [107,]            0.94618439          0.5572474
## [108,]            0.84205330          0.6202746
## [109,]            0.91691903          0.5859012
## [110,]            0.96695301          0.6897557
## [111,]            0.30753772          0.5190932
## [112,]            0.54889572          0.7635802
## [113,]            0.75359555          0.6696827
## [114,]            0.66521102          0.7966671
## [115,]            0.79364852          0.6244304
## [116,]            0.87080371          0.5688483
## [117,]            0.75269460          0.6189423
## [118,]            0.86270344          0.7184025
## [119,]            0.64948389          0.6648894
## [120,]            0.71972902          0.6451297
## [121,]            0.67174288          0.5830253
## [122,]            0.53564483          0.6453857
## [123,]            0.51402973          0.6785081
## [124,]            0.23461164          0.6771387
## [125,]            0.82187239          0.6059149
## [126,]            0.82225524          0.7122110
## [127,]            0.65663368          0.6916699
## [128,]            0.42357496          0.7616071
## [129,]            0.68815790          0.5182926
## [130,]            0.82811200          0.5780338
## [131,]            0.86105124          0.6912316
## [132,]            0.91665599          0.5885116
## [133,]            0.58607813          0.5478108
## [134,]            0.72673324          0.3082642
## [135,]            0.76210885          0.0000000
## [136,]            0.79940836          0.5256759
## [137,]            0.73588471          0.5716992
## [138,]            0.82336696          0.6943038
## [139,]            0.46420879          0.7047227
## [140,]            0.78938641          0.5894360
## [141,]            0.92159109          0.5846585
## [142,]            0.64610668          0.6477536
## [143,]            0.70739488          0.6815142
## [144,]            0.66084352          0.3988072
## [145,]            0.72852291          0.6698247
## [146,]            0.35066960          0.7408021
## [147,]            0.50785959          0.7233350
## [148,]            0.64270120          0.4418181
## [149,]            0.78556515          0.6495896
## [150,]            0.73209079          0.6296856
## [151,]            0.99204838          0.6684695
## [152,]            0.47528798          0.6163288
## [153,]            0.69306658          0.5427467
## [154,]            0.65844971          0.5039517
## [155,]            0.76410111          0.7256395
## [156,]            0.58929253          0.4446884
## [157,]            0.31493490          0.6536800
## [158,]            0.79583401          0.5922205
## [159,]            0.35535427          0.4131408
## [160,]            0.63120584          0.8424968
## [161,]            0.42440835          0.6417256
## [162,]            0.88865257          0.6883137
## [163,]            0.57462815          0.7011877
## [164,]            0.56032325          0.5700686
## [165,]            0.77179450          0.5138837
## [166,]            0.99611115          0.4713473
## [167,]            0.57259847          0.5801150
## [168,]            0.76196514          0.6025323
## [169,]            0.62146121          0.6891754
## [170,]            0.89584525          0.6230400
## [171,]            0.68080442          0.6910220
## [172,]            0.71376472          0.6651958
## [173,]            0.56435487          0.3171578
## [174,]            0.62148523          0.8167598
## [175,]            0.91950476          0.3810624
## [176,]            0.85036081          0.6327375
## [177,]            0.64465452          0.6271295
## [178,]            0.83625273          0.5684683
## [179,]            0.79627274          0.7545271
## [180,]            0.73930186          0.5854617
## [181,]            0.88566445          0.5090529
## [182,]            0.81596909          0.5742091
## [183,]            0.65227808          0.7643426
## [184,]            0.70089089          0.6362627
## [185,]            0.80485846          0.7210089
## [186,]            0.79122921          0.7961719
## [187,]            0.74094306          0.7132737
## [188,]            0.81520373          0.5951191
## [189,]            0.63634374          0.7456983
## [190,]            0.50957399          0.8382592
## [191,]            0.54803774          0.8577418
## [192,]            0.17984722          0.4574785
## [193,]            0.69790068          0.7866406
## [194,]            0.58904293          0.6945957
## [195,]            0.78207938          0.4186415
## [196,]            0.81715115          0.7767067
## [197,]            0.71261626          0.6772955
## [198,]            0.51377276          0.8072636
## [199,]            0.92062941          0.7078910
## [200,]            0.69295195          0.5897953
## [201,]            0.69238095          0.7459934
## [202,]            0.63430141          0.9337585
## [203,]            0.34791374          0.7742219
## [204,]            0.24438748          0.5081341
## [205,]            0.41840670          0.6005563
## [206,]            0.48948013          1.0000000
## [207,]            0.57261781          0.6740078
## [208,]            0.65718253          0.6178888
## [209,]            0.79902648          0.6042390
## [210,]            0.90415811          0.5515179
## [211,]            0.91111382          0.5506612
## [212,]            0.90883845          0.6989566
## [213,]            0.80627894          0.7112481
## [214,]            0.47611826          0.7471389
## [215,]            0.88587501          0.6760961
## [216,]            0.90672247          0.8029830
## [217,]            0.86188183          0.7386491
## [218,]            0.84635200          0.6555490
## [219,]            0.59431698          0.5000552
## [220,]            0.86782726          0.6557466
## [221,]            0.77020260          0.6839729
## [222,]            0.79350495          0.6963238
## [223,]            0.69453330          0.5735563
## [224,]            0.80288973          0.6075053
## [225,]            0.93756070          0.7142502
## [226,]            0.68414786          0.7000890
## [227,]            0.35012412          0.7027043
## [228,]            0.89898168          0.6423707
## [229,]            0.55979013          0.6621614
## [230,]            0.93268532          0.5993198
## [231,]            0.83628956          0.7715645
## [232,]            0.84286294          0.6897763
## [233,]            0.82855993          0.6249720
## [234,]            0.82381201          0.7153520
## [235,]            0.70120362          0.6801883
## [236,]            0.94543436          0.6445383
## [237,]            0.89938975          0.7275066
## [238,]            0.66696301          0.3698965
## [239,]            0.94060705          0.6413675
## [240,]            0.88414048          0.6490250
## [241,]            0.89085231          0.3457726
## [242,]            0.72355059          0.6455466
## [243,]            0.44823456          0.6131980
## [244,]            0.74090293          0.7345998
## [245,]            0.90318557          0.4659463
## [246,]            0.94039450          0.5939657
## [247,]            0.76641436          0.7034593
## [248,]            0.70998307          0.7963726
## [249,]            0.65070266          0.3836095
## [250,]            0.91901758          0.5814662
## [251,]            0.84813265          0.6461546
## [252,]            0.77030359          0.6527885
## [253,]            0.71764197          0.6641516
## [254,]            0.56672170          0.4903877
## [255,]            0.83678841          0.7452913
## [256,]            0.92123272          0.6528166
## [257,]            0.49861068          0.4811421
## [258,]            0.61084651          0.6315345
## [259,]            0.23896114          0.6154746
## [260,]            0.86771089          0.6207456
## [261,]            0.81249324          0.4332890
## [262,]            0.93758215          0.7260182
## [263,]            0.91726443          0.5135999
## [264,]            0.84230949          0.5867181
## [265,]            0.63066478          0.8246320
## [266,]            0.84851731          0.6060024
## [267,]            0.36284168          0.6863969
## [268,]            0.83352958          0.5218745
## [269,]            0.87722166          0.4100910
## [270,]            0.86917813          0.4082873
## [271,]            0.61807847          0.4820556
## [272,]            0.90666312          0.6884145
## [273,]            0.85207392          0.5442850
## [274,]            0.69652034          0.4319667
## [275,]            0.81100354          0.4595319
## [276,]            0.79903685          0.4807905
## [277,]            0.80936855          0.9123639
## [278,]            0.85827838          0.5947842
## [279,]            0.92477156          0.5023956
## [280,]            0.70093367          0.6918846
## [281,]            0.61432798          0.5051472
## [282,]            0.60033041          0.5654044
## [283,]            0.86452853          0.6674173
## [284,]            0.89049548          0.6596051
## [285,]            0.67692630          0.7006044
## [286,]            0.89515538          0.5732125
## [287,]            0.10457971          0.6425711
## [288,]            0.88359806          0.5650470
## [289,]            0.94622376          0.5429147
## [290,]            0.73743276          0.6711321
## [291,]            0.84698699          0.6881964
## [292,]            0.74105772          0.7160414
## [293,]            0.80567526          0.5941261
## [294,]            0.93735840          0.5435818
## [295,]            0.92418483          0.6761796
## [296,]            0.94984414          0.7463727
## [297,]            0.81672489          0.7208360
## [298,]            0.96992842          0.8562163
## [299,]            0.71999343          0.6602016
## [300,]            0.83971625          0.6252043
## [301,]            0.86479335          0.6592578
## [302,]            0.85346843          0.8156138
## [303,]            0.79888063          0.7360908
## [304,]            0.90522145          0.6493178
## [305,]            0.40698338          0.6856121
## [306,]            0.70927936          0.7302066
## [307,]            0.91243447          0.4748750
## [308,]            0.87928277          0.8440993
## [309,]            0.57866517          0.7210682
## [310,]            0.89077902          0.6490335
## [311,]            0.81697547          0.6509724
## [312,]            0.92530091          0.6376111
## [313,]            0.86653288          0.5079249
## [314,]            0.64964981          0.6115968
## [315,]            0.54118040          0.6674955
## [316,]            0.89943729          0.6094712
## [317,]            0.38066867          0.6255949
## [318,]            0.86009412          0.4135059
## [319,]            0.93725404          0.4029331
## [320,]            0.85915777          0.5435732
## [321,]            0.89545026          0.6363566
## [322,]            0.74805214          0.6459732
## [323,]            0.88947020          0.5477564
## [324,]            0.85300202          0.5137629
## [325,]            0.85518321          0.8308842
## [326,]            0.86461042          0.5732494
## [327,]            0.64387719          0.7030154
## [328,]            0.87625817          0.6504694
## [329,]            0.76241451          0.5667207
## [330,]            0.63997521          0.7008195
## [331,]            0.83362069          0.4974067
## [332,]            0.79000310          0.6439915
## [333,]            0.92033119          0.5794120
## [334,]            0.73600544          0.5602711
## [335,]            0.85492943          0.3223998
## [336,]            0.86217722          0.6027740
## [337,]            0.83020371          0.5880964
## [338,]            0.92550939          0.4798754
## [339,]            0.93139173          0.7710039
## [340,]            0.84039801          0.4419493
## [341,]            0.81895432          0.6602312
## [342,]            0.87061605          0.5387792
## [343,]            0.86282962          0.7442099
## [344,]            0.94223187          0.5699740
## [345,]            0.90064600          0.4819570
## [346,]            0.71332816          0.3842747
## [347,]            0.85539967          0.6631661
## [348,]            0.78866355          0.5526509
## [349,]            0.89056035          0.6701675
## [350,]            0.58511638          0.6689740
## [351,]            0.92815292          0.5720813
## [352,]            0.90791604          0.4587622
## [353,]            0.88288123          0.7101940
## [354,]            0.88981322          0.5413008
## [355,]            0.66332936          0.7533712
## [356,]            0.76934983          0.5919199
## [357,]            0.92763474          0.4865512
## [358,]            0.89629287          0.5903515
## [359,]            0.78018071          0.3790481
## [360,]            0.72472975          0.3043305
## [361,]            0.89914568          0.5861956
## [362,]            0.68643155          0.6621793
## [363,]            0.89455901          0.6616855
## [364,]            0.49218287          0.7091953
## [365,]            0.62863409          0.7850116
## [366,]            0.91764654          0.4925178
## [367,]            0.59808196          0.6368312
## [368,]            0.87760232          0.5596440
## [369,]            0.84477193          0.6091646
## [370,]            0.78368693          0.6851551
## [371,]            0.76079184          0.5139544
## [372,]            0.63104728          0.5217567
## [373,]            0.83477042          0.5586444
## [374,]            0.79426425          0.5207842
## [375,]            0.91971673          0.5313630
## [376,]            0.85758315          0.5458317
## [377,]            0.83851586          0.5709308
##        log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis
##   [1,]                                            0.370235046
##   [2,]                                            0.582591689
##   [3,]                                            0.238857645
##   [4,]                                            0.325066310
##   [5,]                                            0.654591627
##   [6,]                                            0.325806187
##   [7,]                                            0.140815992
##   [8,]                                            0.251672375
##   [9,]                                            0.334301171
##  [10,]                                            0.251491225
##  [11,]                                            0.198955556
##  [12,]                                            0.472451611
##  [13,]                                            0.214572004
##  [14,]                                            0.423792102
##  [15,]                                            0.047545056
##  [16,]                                            0.435213739
##  [17,]                                            0.474562129
##  [18,]                                            0.467557383
##  [19,]                                            0.530727399
##  [20,]                                            0.392551917
##  [21,]                                            0.187593002
##  [22,]                                            0.378289644
##  [23,]                                            0.388687634
##  [24,]                                            0.421872811
##  [25,]                                            0.412804224
##  [26,]                                            0.275287906
##  [27,]                                            0.552349071
##  [28,]                                            1.000000000
##  [29,]                                            0.498581949
##  [30,]                                            0.378518260
##  [31,]                                            0.357519591
##  [32,]                                            0.191116874
##  [33,]                                            0.468976328
##  [34,]                                            0.457948400
##  [35,]                                            0.355190982
##  [36,]                                            0.550263241
##  [37,]                                            0.461184749
##  [38,]                                            0.212318611
##  [39,]                                            0.464775914
##  [40,]                                            0.298152531
##  [41,]                                            0.365761098
##  [42,]                                            0.143593401
##  [43,]                                            0.228428567
##  [44,]                                            0.473818344
##  [45,]                                            0.237619547
##  [46,]                                            0.755642033
##  [47,]                                            0.325595108
##  [48,]                                            0.456478690
##  [49,]                                            0.354474544
##  [50,]                                            0.313406494
##  [51,]                                            0.431286790
##  [52,]                                            0.574877889
##  [53,]                                            0.070586864
##  [54,]                                            0.054597437
##  [55,]                                            0.205221933
##  [56,]                                            0.271691619
##  [57,]                                            0.542240204
##  [58,]                                            0.311811980
##  [59,]                                            0.218624619
##  [60,]                                            0.282887697
##  [61,]                                            0.201898442
##  [62,]                                            0.401704354
##  [63,]                                            0.350603632
##  [64,]                                            0.354244878
##  [65,]                                            0.372302771
##  [66,]                                            0.189023812
##  [67,]                                            0.337294257
##  [68,]                                            0.077070963
##  [69,]                                            0.278527889
##  [70,]                                            0.042346424
##  [71,]                                            0.171769829
##  [72,]                                            0.176726115
##  [73,]                                            0.293301026
##  [74,]                                            0.063810693
##  [75,]                                            0.234561355
##  [76,]                                            0.149726871
##  [77,]                                            0.573251153
##  [78,]                                            0.456817331
##  [79,]                                            0.464015175
##  [80,]                                            0.931501750
##  [81,]                                            0.477510798
##  [82,]                                            0.567435083
##  [83,]                                            0.082736945
##  [84,]                                            0.413429173
##  [85,]                                            0.387293009
##  [86,]                                            0.071244212
##  [87,]                                            0.140115371
##  [88,]                                            0.262780414
##  [89,]                                            0.758790702
##  [90,]                                            0.074933482
##  [91,]                                            0.318254796
##  [92,]                                            0.066760205
##  [93,]                                            0.540725100
##  [94,]                                            0.115091654
##  [95,]                                            0.227087911
##  [96,]                                            0.300773837
##  [97,]                                            0.073978461
##  [98,]                                            0.534626746
##  [99,]                                            0.605964419
## [100,]                                            0.447401140
## [101,]                                            0.190255073
## [102,]                                            0.193998655
## [103,]                                            0.538836350
## [104,]                                            0.369504235
## [105,]                                            0.162236973
## [106,]                                            0.378021487
## [107,]                                            0.370022789
## [108,]                                            0.267943831
## [109,]                                            0.212882048
## [110,]                                            0.175155710
## [111,]                                            0.290386932
## [112,]                                            0.644757850
## [113,]                                            0.202676250
## [114,]                                            0.464006965
## [115,]                                            0.042876471
## [116,]                                            0.200719177
## [117,]                                            0.823637391
## [118,]                                            0.105701277
## [119,]                                            0.626144091
## [120,]                                            0.760618753
## [121,]                                            0.330758613
## [122,]                                            0.454841192
## [123,]                                            0.515298023
## [124,]                                            0.279484987
## [125,]                                            0.130925853
## [126,]                                            0.331578566
## [127,]                                            0.509039537
## [128,]                                            0.546348857
## [129,]                                            0.066250946
## [130,]                                            0.436268575
## [131,]                                            0.160170302
## [132,]                                            0.077445969
## [133,]                                            0.560016237
## [134,]                                            0.044228610
## [135,]                                            0.260858216
## [136,]                                            0.703290239
## [137,]                                            0.209817047
## [138,]                                            0.209681202
## [139,]                                            0.539448847
## [140,]                                            0.071275628
## [141,]                                            0.113549460
## [142,]                                            0.320139975
## [143,]                                            0.062718796
## [144,]                                            0.278712032
## [145,]                                            0.242146269
## [146,]                                            0.182421633
## [147,]                                            0.681468440
## [148,]                                            0.647522805
## [149,]                                            0.158853834
## [150,]                                            0.176973301
## [151,]                                            0.129053196
## [152,]                                            0.411469815
## [153,]                                            0.165709739
## [154,]                                            0.639068273
## [155,]                                            0.170999953
## [156,]                                            0.841244988
## [157,]                                            0.195119351
## [158,]                                            0.065657623
## [159,]                                            0.187840607
## [160,]                                            0.453679701
## [161,]                                            0.176293553
## [162,]                                            0.031469847
## [163,]                                            0.371649032
## [164,]                                            0.493987634
## [165,]                                            0.389105395
## [166,]                                            0.206736670
## [167,]                                            0.289683978
## [168,]                                            0.112769925
## [169,]                                            0.435139629
## [170,]                                            0.230900130
## [171,]                                            0.285714605
## [172,]                                            0.446583522
## [173,]                                            0.581072065
## [174,]                                            0.392851296
## [175,]                                            0.134226602
## [176,]                                            0.269587211
## [177,]                                            0.163576700
## [178,]                                            0.408029837
## [179,]                                            0.096507784
## [180,]                                            0.428620864
## [181,]                                            0.263085731
## [182,]                                            0.206276717
## [183,]                                            0.829000305
## [184,]                                            0.243110624
## [185,]                                            0.168008702
## [186,]                                            0.156487054
## [187,]                                            0.477115259
## [188,]                                            0.062045375
## [189,]                                            0.135478809
## [190,]                                            0.599152218
## [191,]                                            0.486629090
## [192,]                                            0.351626669
## [193,]                                            0.422160428
## [194,]                                            0.572933220
## [195,]                                            0.338824225
## [196,]                                            0.239443561
## [197,]                                            0.489164408
## [198,]                                            0.340073622
## [199,]                                            0.219893807
## [200,]                                            0.383960138
## [201,]                                            0.406312247
## [202,]                                            0.488956833
## [203,]                                            0.697147641
## [204,]                                            0.058749859
## [205,]                                            0.428584763
## [206,]                                            0.491105540
## [207,]                                            0.070149303
## [208,]                                            0.270225323
## [209,]                                            0.217730445
## [210,]                                            0.248175854
## [211,]                                            0.376710486
## [212,]                                            0.433743785
## [213,]                                            0.035070468
## [214,]                                            0.273387815
## [215,]                                            0.202525660
## [216,]                                            0.330842938
## [217,]                                            0.488202627
## [218,]                                            0.214489897
## [219,]                                            0.310276414
## [220,]                                            0.116769242
## [221,]                                            0.108611986
## [222,]                                            0.067067592
## [223,]                                            0.182447250
## [224,]                                            0.167295349
## [225,]                                            0.597990886
## [226,]                                            0.546252642
## [227,]                                            0.356762620
## [228,]                                            0.362982411
## [229,]                                            0.125160405
## [230,]                                            0.599403162
## [231,]                                            0.496882929
## [232,]                                            0.302188363
## [233,]                                            0.180804789
## [234,]                                            0.175610412
## [235,]                                            0.306214364
## [236,]                                            0.255090621
## [237,]                                            0.392921100
## [238,]                                            0.134102989
## [239,]                                            0.253471905
## [240,]                                            0.238975016
## [241,]                                            0.518574702
## [242,]                                            0.306872845
## [243,]                                            0.264561093
## [244,]                                            0.427813994
## [245,]                                            0.272872738
## [246,]                                            0.337417427
## [247,]                                            0.266654432
## [248,]                                            0.084040974
## [249,]                                            0.080773656
## [250,]                                            0.627976659
## [251,]                                            0.214888682
## [252,]                                            0.276013932
## [253,]                                            0.152553153
## [254,]                                            0.021052467
## [255,]                                            0.497051020
## [256,]                                            0.598352563
## [257,]                                            0.423297021
## [258,]                                            0.553445978
## [259,]                                            0.201550494
## [260,]                                            0.217949120
## [261,]                                            0.155528298
## [262,]                                            0.251858629
## [263,]                                            0.262541628
## [264,]                                            0.160548373
## [265,]                                            0.538575502
## [266,]                                            0.273273533
## [267,]                                            0.457006672
## [268,]                                            0.304397602
## [269,]                                            0.574296964
## [270,]                                            0.497470086
## [271,]                                            0.064952197
## [272,]                                            0.497022823
## [273,]                                            0.598539490
## [274,]                                            0.162812734
## [275,]                                            0.846201630
## [276,]                                            0.160405347
## [277,]                                            0.333140821
## [278,]                                            0.462168723
## [279,]                                            0.288217144
## [280,]                                            0.194947276
## [281,]                                            0.408026345
## [282,]                                            0.383909956
## [283,]                                            0.157577359
## [284,]                                            0.196408543
## [285,]                                            0.370448168
## [286,]                                            0.513587072
## [287,]                                            0.058888339
## [288,]                                            0.143555406
## [289,]                                            0.514600787
## [290,]                                            0.223067295
## [291,]                                            0.286377210
## [292,]                                            0.510605265
## [293,]                                            0.076898871
## [294,]                                            0.125550600
## [295,]                                            0.351550866
## [296,]                                            0.498175182
## [297,]                                            0.205025298
## [298,]                                            0.268139739
## [299,]                                            0.396956057
## [300,]                                            0.101603846
## [301,]                                            0.208010042
## [302,]                                            0.732940688
## [303,]                                            0.540816704
## [304,]                                            0.278443516
## [305,]                                            0.114279453
## [306,]                                            0.072942090
## [307,]                                            0.532352683
## [308,]                                            0.476942799
## [309,]                                            0.162199018
## [310,]                                            0.331536663
## [311,]                                            0.341209687
## [312,]                                            0.259912826
## [313,]                                            0.185071387
## [314,]                                            0.223287613
## [315,]                                            0.424643654
## [316,]                                            0.298828263
## [317,]                                            0.087105717
## [318,]                                            0.347250045
## [319,]                                            0.519773696
## [320,]                                            0.220466971
## [321,]                                            0.155870153
## [322,]                                            0.524542058
## [323,]                                            0.284533810
## [324,]                                            0.077891686
## [325,]                                            0.505917412
## [326,]                                            0.346507194
## [327,]                                            0.116397172
## [328,]                                            0.202844732
## [329,]                                            0.123736504
## [330,]                                            0.167443810
## [331,]                                            0.363571799
## [332,]                                            0.247359919
## [333,]                                            0.527527988
## [334,]                                            0.512273498
## [335,]                                            0.595082805
## [336,]                                            0.311933102
## [337,]                                            0.093963273
## [338,]                                            0.530052944
## [339,]                                            0.364214875
## [340,]                                            0.281577555
## [341,]                                            0.034338072
## [342,]                                            0.307663887
## [343,]                                            0.000000000
## [344,]                                            0.005838047
## [345,]                                            0.505003586
## [346,]                                            0.074911195
## [347,]                                            0.151439342
## [348,]                                            0.298223465
## [349,]                                            0.125719482
## [350,]                                            0.175711402
## [351,]                                            0.422555533
## [352,]                                            0.157220984
## [353,]                                            0.700499215
## [354,]                                            0.230768949
## [355,]                                            0.255719555
## [356,]                                            0.159409787
## [357,]                                            0.518126836
## [358,]                                            0.407443386
## [359,]                                            0.275099306
## [360,]                                            0.326298637
## [361,]                                            0.294082515
## [362,]                                            0.229878848
## [363,]                                            0.269008202
## [364,]                                            0.202583976
## [365,]                                            0.527957439
## [366,]                                            0.421299802
## [367,]                                            0.087532872
## [368,]                                            0.435952127
## [369,]                                            0.064091109
## [370,]                                            0.095755167
## [371,]                                            0.129819861
## [372,]                                            0.477899677
## [373,]                                            0.605472845
## [374,]                                            0.946031314
## [375,]                                            0.448340451
## [376,]                                            0.190523824
## [377,]                                            0.267200342
##        wavelet.LHH_glszm_GrayLevelNonUniformity wavelet.LHH_firstorder_Skewness
##   [1,]                             0.4655574840                       0.4305169
##   [2,]                             0.6845680000                       0.4567967
##   [3,]                             0.2329841242                       0.4249651
##   [4,]                             0.3047577207                       0.4444595
##   [5,]                             0.3482586456                       0.6468989
##   [6,]                             0.5050233338                       0.4560050
##   [7,]                             0.0591718902                       0.4737787
##   [8,]                             0.2475202411                       0.4312547
##   [9,]                             0.4559276663                       0.4434438
##  [10,]                             0.1095651621                       0.4281703
##  [11,]                             0.4329225950                       0.4274876
##  [12,]                             0.7647444266                       0.4315676
##  [13,]                             0.0238232402                       0.4935751
##  [14,]                             0.0933374284                       0.5374459
##  [15,]                             0.0672984524                       0.4256607
##  [16,]                             0.4209223357                       0.4121836
##  [17,]                             0.7164624944                       0.4052953
##  [18,]                             0.3719351824                       0.4107758
##  [19,]                             0.3416725704                       0.3940125
##  [20,]                             0.5203838513                       0.4380388
##  [21,]                             0.1526851746                       0.4395243
##  [22,]                             0.4188045986                       0.4768410
##  [23,]                             0.3589679262                       0.4660426
##  [24,]                             0.1520854253                       0.5470975
##  [25,]                             0.2751830008                       0.4150633
##  [26,]                             0.2810371537                       0.4616503
##  [27,]                             0.1811333908                       0.5750146
##  [28,]                             0.4089934402                       0.4885338
##  [29,]                             0.1952362679                       0.4381250
##  [30,]                             0.2417865540                       0.4345257
##  [31,]                             0.1518690833                       0.5284220
##  [32,]                             0.0826140295                       0.4548166
##  [33,]                             0.3958815597                       0.4079613
##  [34,]                             0.1658250436                       0.6465604
##  [35,]                             0.1850394641                       0.4496364
##  [36,]                             0.2652056759                       0.5033883
##  [37,]                             0.3689364816                       0.4745196
##  [38,]                             0.0420200336                       0.6031790
##  [39,]                             0.3435456010                       0.4350595
##  [40,]                             0.3216638324                       0.4484375
##  [41,]                             0.2710335366                       0.4757540
##  [42,]                             0.0641402100                       0.5584535
##  [43,]                             0.0273020343                       0.6185072
##  [44,]                             0.2716163817                       0.4949746
##  [45,]                             0.5160054761                       0.3693158
##  [46,]                             0.1895701427                       0.5391384
##  [47,]                             0.3173202571                       0.4894825
##  [48,]                             0.0577488493                       0.3663542
##  [49,]                             0.1416783866                       0.4040435
##  [50,]                             0.7004730080                       0.4259288
##  [51,]                             0.1300111697                       0.5329849
##  [52,]                             0.3304335347                       0.4180556
##  [53,]                             0.0739043543                       0.4052917
##  [54,]                             0.0147981372                       0.0000000
##  [55,]                             0.0606515643                       0.5314826
##  [56,]                             0.1119549389                       0.4421605
##  [57,]                             0.0718278907                       0.5298095
##  [58,]                             0.0266296408                       0.4767320
##  [59,]                             0.3718641094                       0.3986965
##  [60,]                             0.1116065123                       0.4621647
##  [61,]                             0.1467758470                       0.4164603
##  [62,]                             0.4363580117                       0.4764360
##  [63,]                             0.1437916165                       0.4931451
##  [64,]                             0.1966021105                       0.3348667
##  [65,]                             0.1375511238                       0.8591261
##  [66,]                             0.0626925797                       0.4586475
##  [67,]                             0.1930568881                       0.4745891
##  [68,]                             0.0528125320                       0.4370235
##  [69,]                             0.1265316244                       0.4609399
##  [70,]                             0.0555273759                       0.4093342
##  [71,]                             0.0170600012                       0.4766933
##  [72,]                             0.1336162337                       0.4740707
##  [73,]                             0.0487005516                       0.4707740
##  [74,]                             0.0113874505                       0.4522255
##  [75,]                             0.2024904853                       0.4472276
##  [76,]                             0.0188603858                       0.5287533
##  [77,]                             0.1598643605                       0.6801276
##  [78,]                             0.1943787815                       0.5584605
##  [79,]                             0.1480982677                       0.5217028
##  [80,]                             0.1579281096                       0.7689944
##  [81,]                             0.4925878491                       0.4386760
##  [82,]                             0.4360063928                       0.4430262
##  [83,]                             0.0248965826                       0.5962288
##  [84,]                             0.3024816645                       0.4407699
##  [85,]                             0.1768098806                       0.4893431
##  [86,]                             0.0885440551                       0.4496505
##  [87,]                             0.0796985389                       0.4572145
##  [88,]                             0.1616135503                       0.4704139
##  [89,]                             0.5234016016                       0.5144088
##  [90,]                             0.0340136016                       0.4636024
##  [91,]                             0.0407160129                       0.5598580
##  [92,]                             0.0124260019                       0.5987905
##  [93,]                             0.3265073429                       0.4923271
##  [94,]                             0.0191720839                       0.6278424
##  [95,]                             0.0055297987                       0.2067180
##  [96,]                             0.2241035384                       0.4795736
##  [97,]                             0.0393509906                       0.3673519
##  [98,]                             0.6523157084                       0.4161656
##  [99,]                             0.4993314139                       0.4099802
## [100,]                             0.0389701665                       0.2757090
## [101,]                             0.0675013493                       0.4520173
## [102,]                             0.0519061345                       0.4691194
## [103,]                             0.1653667958                       0.3786115
## [104,]                             0.1263200163                       0.4637433
## [105,]                             0.0927055280                       0.3936661
## [106,]                             0.3488155300                       0.4642294
## [107,]                             0.1601696244                       0.4971547
## [108,]                             0.3300161961                       0.4445756
## [109,]                             0.0287159929                       0.5371245
## [110,]                             0.1583255364                       0.5066360
## [111,]                             0.0339970202                       0.5312775
## [112,]                             0.2592928553                       0.4876868
## [113,]                             0.1140998660                       0.5183741
## [114,]                             0.1569554851                       0.6124598
## [115,]                             0.0321745524                       0.5087597
## [116,]                             0.0131643003                       0.7994471
## [117,]                             0.3916568067                       0.4543472
## [118,]                             0.0818951664                       0.4796635
## [119,]                             0.4852489853                       0.5566760
## [120,]                             0.3423367026                       0.5153486
## [121,]                             0.6208031175                       0.4432144
## [122,]                             0.0858214020                       0.4890216
## [123,]                             0.2102701054                       0.4432944
## [124,]                             0.1375401575                       0.4991561
## [125,]                             0.0588417970                       0.5546966
## [126,]                             0.1808877201                       0.5062901
## [127,]                             0.3783202371                       0.3963506
## [128,]                             0.1691858154                       0.5656988
## [129,]                             0.0279658806                       0.4820682
## [130,]                             0.2500394302                       0.5098288
## [131,]                             0.0943202268                       0.4377860
## [132,]                             0.0611025032                       0.6165305
## [133,]                             0.2375950335                       0.4155150
## [134,]                             0.0032961237                       0.2749523
## [135,]                             0.0244253643                       0.4019418
## [136,]                             0.2694547607                       0.4457530
## [137,]                             0.0623829498                       0.5396228
## [138,]                             0.1374338178                       0.4680028
## [139,]                             0.2200743973                       0.4957881
## [140,]                             0.1563799800                       0.4406165
## [141,]                             0.1113099112                       0.4691029
## [142,]                             0.1192693096                       0.4932323
## [143,]                             0.0261179607                       0.5077576
## [144,]                             0.1346195240                       0.4844464
## [145,]                             0.2279975595                       0.4459696
## [146,]                             0.1410639171                       0.4357119
## [147,]                             0.4908623394                       0.4215328
## [148,]                             0.3971167493                       0.3931277
## [149,]                             0.0971352052                       0.4876005
## [150,]                             0.1716640407                       0.4306731
## [151,]                             0.0622098905                       0.5359122
## [152,]                             0.2054113360                       0.4678964
## [153,]                             0.0305364242                       0.3634059
## [154,]                             0.5534967598                       0.4303121
## [155,]                             0.2123012178                       0.4504607
## [156,]                             0.4978800226                       0.4482387
## [157,]                             0.0071248034                       0.5205280
## [158,]                             0.0364190442                       0.2828786
## [159,]                             0.0544980189                       0.4404600
## [160,]                             0.4416015713                       0.4450461
## [161,]                             0.0876646077                       0.4034636
## [162,]                             0.0296170497                       0.4144484
## [163,]                             0.3548969390                       0.4041732
## [164,]                             0.4257866804                       0.5027299
## [165,]                             0.5467778439                       0.4630287
## [166,]                             0.0271524413                       0.4015859
## [167,]                             0.4481418059                       0.4063064
## [168,]                             0.0400934113                       0.4483265
## [169,]                             1.0000000000                       0.4249308
## [170,]                             0.3691581445                       0.4004609
## [171,]                             0.2306255016                       0.4332853
## [172,]                             0.2969736136                       0.5030480
## [173,]                             0.1053221414                       0.6143583
## [174,]                             0.4270727292                       0.4383213
## [175,]                             0.0102227706                       0.4890017
## [176,]                             0.1925812011                       0.3925676
## [177,]                             0.1384819840                       0.4630251
## [178,]                             0.4081402059                       0.4676434
## [179,]                             0.1757959008                       0.4146830
## [180,]                             0.1692727270                       0.5330835
## [181,]                             0.3221436355                       0.4788144
## [182,]                             0.1797498959                       0.4363738
## [183,]                             0.1685733157                       0.4901450
## [184,]                             0.3584757813                       0.4542415
## [185,]                             0.0852331383                       0.5056518
## [186,]                             0.2168516623                       0.4366396
## [187,]                             0.3230586855                       0.4674468
## [188,]                             0.0456850994                       0.3933809
## [189,]                             0.0799546194                       0.4173954
## [190,]                             0.2696238209                       0.4978175
## [191,]                             0.3906482045                       0.4808703
## [192,]                             0.0650697639                       0.4798563
## [193,]                             0.2961507894                       0.4575035
## [194,]                             0.8757875656                       0.4579699
## [195,]                             0.0787894046                       0.4270595
## [196,]                             0.1084200090                       0.5148152
## [197,]                             0.5077195365                       0.4653124
## [198,]                             0.4041852412                       0.4429829
## [199,]                             0.0393128947                       0.5138625
## [200,]                             0.1822483832                       0.3805394
## [201,]                             0.6486509842                       0.4071370
## [202,]                             0.7602731302                       0.4373662
## [203,]                             0.1479852859                       0.7207810
## [204,]                             0.0193307313                       0.4672979
## [205,]                             0.1950432791                       0.5036602
## [206,]                             0.6965382015                       0.4368131
## [207,]                             0.0830717413                       0.4122266
## [208,]                             0.1788047871                       0.4377110
## [209,]                             0.1016824987                       0.3135710
## [210,]                             0.3713332155                       0.4253485
## [211,]                             0.1714766118                       0.4724085
## [212,]                             0.1428606411                       0.4629898
## [213,]                             0.0735342324                       0.3929179
## [214,]                             0.1389393973                       0.4143357
## [215,]                             0.0742171599                       0.5038305
## [216,]                             0.0164813914                       0.4726440
## [217,]                             0.1654257861                       0.4355219
## [218,]                             0.1106359103                       0.4217429
## [219,]                             0.4429095432                       0.3930178
## [220,]                             0.0116101738                       0.3917155
## [221,]                             0.0571533853                       0.4341936
## [222,]                             0.0381422671                       0.4139615
## [223,]                             0.0049362994                       0.4673669
## [224,]                             0.0683572724                       0.4515798
## [225,]                             0.2016189830                       0.6372669
## [226,]                             0.2835682708                       0.4749591
## [227,]                             0.2233462559                       0.4052311
## [228,]                             0.1600312130                       0.3610529
## [229,]                             0.0820076649                       0.4332191
## [230,]                             0.3061695400                       0.4394827
## [231,]                             0.3209968286                       0.4354498
## [232,]                             0.1830499513                       0.5371930
## [233,]                             0.1561346359                       0.3871029
## [234,]                             0.1276374896                       0.4353253
## [235,]                             0.1146560916                       0.4427614
## [236,]                             0.0911393005                       0.4587279
## [237,]                             0.0619119904                       0.5229215
## [238,]                             0.0111448198                       0.5010107
## [239,]                             0.0877959145                       0.4678461
## [240,]                             0.0127964056                       0.5392641
## [241,]                             0.6453919560                       0.4961439
## [242,]                             0.1086841762                       0.4691051
## [243,]                             0.1016520386                       0.4467989
## [244,]                             0.3106817065                       0.4042219
## [245,]                             0.0583375169                       0.2906679
## [246,]                             0.0523414331                       0.5885187
## [247,]                             0.3482890892                       0.4391362
## [248,]                             0.0546977745                       0.4922247
## [249,]                             0.0000000000                       0.4910802
## [250,]                             0.2030671521                       0.3977464
## [251,]                             0.1775135680                       0.4482308
## [252,]                             0.2437067414                       0.4297003
## [253,]                             0.2761205158                       0.3665650
## [254,]                             0.0148755861                       0.4642307
## [255,]                             0.2702002318                       0.4455352
## [256,]                             0.1066783985                       0.5522450
## [257,]                             0.1573297207                       0.4979747
## [258,]                             0.3321643016                       0.5303195
## [259,]                             0.1872502220                       0.4527563
## [260,]                             0.1472184142                       0.3767336
## [261,]                             0.0031787679                       0.4582816
## [262,]                             0.0346807766                       0.5135185
## [263,]                             0.2088891787                       0.4405338
## [264,]                             0.1801147625                       0.4515138
## [265,]                             0.0760518834                       0.6362271
## [266,]                             0.2157459840                       0.4062476
## [267,]                             0.2716507662                       0.4177443
## [268,]                             0.2468731239                       0.4897432
## [269,]                             0.4785107911                       0.4237950
## [270,]                             0.3253345013                       0.4485047
## [271,]                             0.0177967308                       0.3221444
## [272,]                             0.3398746323                       0.5484578
## [273,]                             0.2157658652                       0.4534456
## [274,]                             0.0157802792                       0.3446313
## [275,]                             0.1706508923                       0.7329233
## [276,]                             0.0371897186                       0.4955803
## [277,]                             0.0479637313                       0.3828750
## [278,]                             0.2810996541                       0.5467505
## [279,]                             0.0609058335                       0.4854759
## [280,]                             0.1374764516                       0.4544607
## [281,]                             0.1830077737                       0.5034336
## [282,]                             0.4876489413                       0.4796164
## [283,]                             0.0601932988                       0.4572966
## [284,]                             0.1231320080                       0.5613395
## [285,]                             0.0170051609                       0.4944731
## [286,]                             0.2335554286                       0.5012153
## [287,]                             0.0204214902                       0.4633876
## [288,]                             0.0084334506                       0.5376841
## [289,]                             0.2178237253                       0.6387789
## [290,]                             0.0613634215                       0.4798319
## [291,]                             0.0750657611                       0.4157389
## [292,]                             0.0688264131                       0.5258210
## [293,]                             0.1037019422                       0.4194183
## [294,]                             0.0330319535                       0.4519286
## [295,]                             0.1752850026                       0.4128149
## [296,]                             0.1134085333                       0.5388071
## [297,]                             0.1788733006                       0.4508912
## [298,]                             0.1052487600                       0.5185807
## [299,]                             0.1387126679                       0.4690284
## [300,]                             0.0419502660                       0.4470615
## [301,]                             0.2271066451                       0.4597068
## [302,]                             0.0627103197                       0.6534730
## [303,]                             0.2351167678                       0.5295706
## [304,]                             0.2066001887                       0.5119060
## [305,]                             0.0554272426                       0.4563739
## [306,]                             0.0438296580                       0.4404943
## [307,]                             0.5541334434                       0.4686544
## [308,]                             0.2895729803                       0.4378602
## [309,]                             0.1375493627                       0.4344326
## [310,]                             0.1786093091                       0.4685192
## [311,]                             0.4169416344                       0.4390478
## [312,]                             0.0978410492                       0.3784576
## [313,]                             0.0510351073                       0.4547404
## [314,]                             0.1026035183                       0.5315039
## [315,]                             0.1815174314                       0.5129727
## [316,]                             0.2301749748                       0.5114505
## [317,]                             0.0380365155                       0.4959548
## [318,]                             0.3624957437                       0.4422018
## [319,]                             0.1570608799                       0.5458407
## [320,]                             0.0211797619                       0.4051532
## [321,]                             0.0403800447                       0.4618535
## [322,]                             0.0368400683                       0.4056313
## [323,]                             0.0445318754                       0.6224676
## [324,]                             0.0120800510                       0.4933612
## [325,]                             0.2022764704                       0.4656574
## [326,]                             0.3723417084                       0.4858333
## [327,]                             0.0229288863                       0.4397346
## [328,]                             0.0289313403                       0.5188679
## [329,]                             0.0285210771                       0.5426516
## [330,]                             0.0586615078                       0.4723871
## [331,]                             0.0578675865                       0.5655732
## [332,]                             0.1441843948                       0.4995578
## [333,]                             0.3963988234                       0.5052430
## [334,]                             0.1461646357                       0.5470735
## [335,]                             0.1786673598                       0.6424788
## [336,]                             0.0743358911                       0.6022107
## [337,]                             0.0626339520                       0.4765038
## [338,]                             0.0376824694                       0.5579437
## [339,]                             0.0115606881                       0.4994700
## [340,]                             0.0718100253                       0.5135209
## [341,]                             0.0447611729                       0.4674091
## [342,]                             0.0853478925                       0.4402429
## [343,]                             0.0122380140                       0.4941332
## [344,]                             0.0008495939                       0.4118206
## [345,]                             0.1989947963                       0.5177713
## [346,]                             0.0159820669                       0.4378782
## [347,]                             0.0714223357                       0.4316822
## [348,]                             0.1785399728                       0.4706821
## [349,]                             0.1145710126                       0.4309420
## [350,]                             0.2730089220                       0.4668790
## [351,]                             0.0971177416                       0.3737167
## [352,]                             0.0081719874                       0.6576112
## [353,]                             0.1866868716                       0.4097584
## [354,]                             0.1776010876                       0.4679899
## [355,]                             0.1678296446                       0.4840453
## [356,]                             0.0441454589                       0.4462334
## [357,]                             0.2014998811                       0.4900565
## [358,]                             0.2519814436                       0.3571874
## [359,]                             0.0330823746                       0.4540768
## [360,]                             0.0186036117                       1.0000000
## [361,]                             0.0975803847                       0.4390314
## [362,]                             0.0747705524                       0.5054846
## [363,]                             0.3711943001                       0.3517641
## [364,]                             0.1697511514                       0.4668592
## [365,]                             0.1847331631                       0.5399103
## [366,]                             0.0393870552                       0.4879108
## [367,]                             0.0481078416                       0.4040932
## [368,]                             0.1064629336                       0.5822140
## [369,]                             0.0591929427                       0.5534573
## [370,]                             0.0454997645                       0.5336258
## [371,]                             0.0130135850                       0.5592399
## [372,]                             0.1667794283                       0.4744552
## [373,]                             0.1400190773                       0.4899175
## [374,]                             0.0964808703                       0.8325232
## [375,]                             0.2719516267                       0.4312134
## [376,]                             0.0609732716                       0.4064851
## [377,]                             0.1576134252                       0.5134057
##        wavelet.HHH_glszm_GrayLevelNonUniformityNormalized wavelet.LHH_glcm_Imc1
##   [1,]                                         0.85686313             0.5832767
##   [2,]                                         0.36700480             0.7476941
##   [3,]                                         0.42538457             0.9978089
##   [4,]                                         0.21545885             0.8414534
##   [5,]                                         0.29025003             0.7308959
##   [6,]                                         0.45879800             0.6197845
##   [7,]                                         0.61958669             0.5071728
##   [8,]                                         0.37615869             0.8459888
##   [9,]                                         0.33871067             0.8980362
##  [10,]                                         0.13193907             0.6554794
##  [11,]                                         0.34667364             0.9220752
##  [12,]                                         0.47288565             1.0000000
##  [13,]                                         0.61958669             0.7901611
##  [14,]                                         0.61958669             0.3401653
##  [15,]                                         0.29945036             0.6342589
##  [16,]                                         0.26292959             0.7487000
##  [17,]                                         0.45759705             0.7249314
##  [18,]                                         0.23037151             0.7951284
##  [19,]                                         0.16960196             0.8525069
##  [20,]                                         0.25563840             0.6436503
##  [21,]                                         0.35787020             0.8458168
##  [22,]                                         0.22143525             0.7591594
##  [23,]                                         0.06569688             0.8399380
##  [24,]                                         0.61958669             0.7549597
##  [25,]                                         0.04830552             0.7079584
##  [26,]                                         0.15792149             0.6812290
##  [27,]                                         0.51362024             0.6123936
##  [28,]                                         0.21639091             0.6646882
##  [29,]                                         1.00000000             0.8573130
##  [30,]                                         0.36098572             0.8271387
##  [31,]                                         0.19557456             0.6937505
##  [32,]                                         0.27510657             0.5687196
##  [33,]                                         0.23764279             0.7217009
##  [34,]                                         0.66620421             0.8094621
##  [35,]                                         0.14843801             0.8407649
##  [36,]                                         0.30810562             0.8191197
##  [37,]                                         0.26919144             0.8220759
##  [38,]                                         0.55177097             0.8653988
##  [39,]                                         0.61958669             0.7839893
##  [40,]                                         0.10129663             0.8291092
##  [41,]                                         0.42352959             0.7182841
##  [42,]                                         0.15580341             0.7540862
##  [43,]                                         0.26292959             0.1530488
##  [44,]                                         0.14745780             0.8168268
##  [45,]                                         0.24647663             0.7140177
##  [46,]                                         0.17860596             0.6843259
##  [47,]                                         0.33236111             0.7019664
##  [48,]                                         0.75201048             0.9487556
##  [49,]                                         0.27510657             0.7596252
##  [50,]                                         0.47036751             0.6148115
##  [51,]                                         0.55177097             0.6976577
##  [52,]                                         0.20206749             0.8734336
##  [53,]                                         0.61958669             0.5455185
##  [54,]                                         0.22154571             0.7636139
##  [55,]                                         0.51362024             0.8808711
##  [56,]                                         0.19557456             0.6368909
##  [57,]                                         0.38407258             0.8056939
##  [58,]                                         0.61958669             0.8592321
##  [59,]                                         0.09614025             0.7620096
##  [60,]                                         0.19557456             0.7781710
##  [61,]                                         0.19557456             0.8211275
##  [62,]                                         0.19681736             0.7599800
##  [63,]                                         0.61958669             0.9197350
##  [64,]                                         0.37734183             0.7838789
##  [65,]                                         0.53308529             0.7899417
##  [66,]                                         0.08951053             0.5495149
##  [67,]                                         0.19557456             0.8529675
##  [68,]                                         0.61958669             0.7997527
##  [69,]                                         0.15580341             0.7768946
##  [70,]                                         0.51362024             0.8063612
##  [71,]                                         0.61958669             0.9037547
##  [72,]                                         0.38722337             0.6792797
##  [73,]                                         0.51362024             0.7256681
##  [74,]                                         0.51362024             0.2166152
##  [75,]                                         0.28173362             0.6547008
##  [76,]                                         0.27510657             0.3066936
##  [77,]                                         0.75201048             0.8334010
##  [78,]                                         0.51362024             0.8079429
##  [79,]                                         0.61958669             0.7941426
##  [80,]                                         0.07115787             0.8085687
##  [81,]                                         0.26834162             0.7744196
##  [82,]                                         0.30622405             0.7843020
##  [83,]                                         0.51362024             0.6025038
##  [84,]                                         0.27997543             0.8279764
##  [85,]                                         0.53308529             0.8338880
##  [86,]                                         0.75201048             0.7697320
##  [87,]                                         0.61958669             0.7411978
##  [88,]                                         0.09614025             0.8716792
##  [89,]                                         0.40247645             0.5016487
##  [90,]                                         0.75201048             0.7711561
##  [91,]                                         0.08951053             0.8686545
##  [92,]                                         0.61958669             0.6583075
##  [93,]                                         0.33197944             0.6253687
##  [94,]                                         0.51362024             0.5604185
##  [95,]                                         0.51362024             0.9390585
##  [96,]                                         0.27510657             0.8202142
##  [97,]                                         0.61958669             0.5770973
##  [98,]                                         0.41885677             0.6239462
##  [99,]                                         0.28774258             0.6629403
## [100,]                                         0.61958669             0.8628914
## [101,]                                         0.51362024             0.4765800
## [102,]                                         0.55177097             0.6983283
## [103,]                                         0.06299070             0.6537906
## [104,]                                         0.09375356             0.6042149
## [105,]                                         0.55177097             0.7324736
## [106,]                                         0.27137881             0.7033164
## [107,]                                         0.44791961             0.3552858
## [108,]                                         0.19557456             0.7357678
## [109,]                                         0.51362024             0.3340847
## [110,]                                         0.03646935             0.4421002
## [111,]                                         0.51362024             0.9604200
## [112,]                                         0.06083496             0.7335320
## [113,]                                         0.14362788             0.6689613
## [114,]                                         0.27510657             0.6885451
## [115,]                                         0.61958669             0.6721292
## [116,]                                         0.55177097             0.7307303
## [117,]                                         0.20735795             0.8050627
## [118,]                                         0.51362024             0.6916698
## [119,]                                         0.06233317             0.7214706
## [120,]                                         0.30017989             0.7014007
## [121,]                                         0.06299070             0.7571776
## [122,]                                         0.53308529             0.8766712
## [123,]                                         0.85686313             0.9251246
## [124,]                                         0.75201048             0.7339384
## [125,]                                         0.51362024             0.4859525
## [126,]                                         0.19557456             0.7808047
## [127,]                                         0.41679007             0.6844862
## [128,]                                         0.36098572             0.8422320
## [129,]                                         0.61958669             0.6883125
## [130,]                                         0.32517523             0.5702448
## [131,]                                         0.03646935             0.5978146
## [132,]                                         0.19557456             0.5360325
## [133,]                                         0.12070837             0.5818181
## [134,]                                         0.51362024             0.6155850
## [135,]                                         0.61958669             0.0000000
## [136,]                                         0.26045915             0.6792687
## [137,]                                         0.23764279             0.3026481
## [138,]                                         0.27510657             0.7511710
## [139,]                                         0.19719780             0.6570419
## [140,]                                         0.61958669             0.7024092
## [141,]                                         0.27510657             0.6842271
## [142,]                                         0.08951053             0.8394250
## [143,]                                         0.19557456             0.5220347
## [144,]                                         0.51362024             0.8301436
## [145,]                                         0.09375356             0.5254203
## [146,]                                         0.61958669             0.7526194
## [147,]                                         0.18968276             0.5718962
## [148,]                                         0.36732072             0.6059104
## [149,]                                         0.61958669             0.4595013
## [150,]                                         0.61958669             0.7244524
## [151,]                                         0.51362024             0.6988194
## [152,]                                         0.31885708             0.7380721
## [153,]                                         0.09375356             0.4501262
## [154,]                                         0.24687193             0.7722411
## [155,]                                         0.08951053             0.7105349
## [156,]                                         0.22376070             0.5776892
## [157,]                                         0.53308529             0.8148094
## [158,]                                         0.55177097             0.6945869
## [159,]                                         0.19557456             0.7045809
## [160,]                                         0.40330273             0.8766229
## [161,]                                         0.06569688             0.7322237
## [162,]                                         0.51362024             0.8380500
## [163,]                                         0.37450227             0.7099703
## [164,]                                         0.05463985             0.7010171
## [165,]                                         0.40690064             0.5570061
## [166,]                                         0.51362024             0.6141262
## [167,]                                         0.28983321             0.8250551
## [168,]                                         0.61958669             0.7098773
## [169,]                                         0.34368324             0.7718095
## [170,]                                         0.37793155             0.6591302
## [171,]                                         0.29737307             0.8314393
## [172,]                                         0.31983729             0.6919174
## [173,]                                         0.18051370             0.8350556
## [174,]                                         0.07986713             0.8106618
## [175,]                                         0.55177097             0.6842859
## [176,]                                         0.08951053             0.6851462
## [177,]                                         0.20830061             0.7653082
## [178,]                                         0.23976071             0.5447022
## [179,]                                         0.23082590             0.6527845
## [180,]                                         0.61958669             0.7363362
## [181,]                                         0.36456367             0.6289087
## [182,]                                         0.75201048             0.8541184
## [183,]                                         0.40587729             0.7912476
## [184,]                                         0.09375356             0.7659038
## [185,]                                         0.61958669             0.8125679
## [186,]                                         0.09013820             0.6254673
## [187,]                                         0.37450227             0.6790849
## [188,]                                         0.27510657             0.7290054
## [189,]                                         0.19557456             0.8150880
## [190,]                                         0.32013564             0.7040896
## [191,]                                         0.19557456             0.6808179
## [192,]                                         0.37734183             0.8153673
## [193,]                                         0.14298388             0.6722064
## [194,]                                         0.35697725             0.6785256
## [195,]                                         0.31365875             0.4737127
## [196,]                                         0.06569688             0.7155620
## [197,]                                         0.31976572             0.7175889
## [198,]                                         0.30144454             0.7085560
## [199,]                                         0.51362024             0.8854565
## [200,]                                         0.35787020             0.5412313
## [201,]                                         0.41234063             0.7343044
## [202,]                                         0.25613885             0.8033655
## [203,]                                         0.02380464             0.6083311
## [204,]                                         0.51362024             0.5439054
## [205,]                                         0.22950990             0.7185035
## [206,]                                         0.39585114             0.6840466
## [207,]                                         0.51362024             0.6362275
## [208,]                                         0.55177097             0.7466014
## [209,]                                         0.10129663             0.7360377
## [210,]                                         0.85686313             0.6815368
## [211,]                                         0.30161419             0.7299836
## [212,]                                         0.57322937             0.7694605
## [213,]                                         0.09375356             0.7069024
## [214,]                                         0.14843801             0.8921476
## [215,]                                         0.68877611             0.6323423
## [216,]                                         0.51362024             0.8351629
## [217,]                                         0.39681265             0.6736230
## [218,]                                         0.61958669             0.4417834
## [219,]                                         0.35137947             0.7360139
## [220,]                                         0.61958669             0.5373750
## [221,]                                         0.51362024             0.4629988
## [222,]                                         0.61958669             0.6368517
## [223,]                                         0.75201048             0.5877510
## [224,]                                         0.61958669             0.5262245
## [225,]                                         0.43909798             0.6647475
## [226,]                                         0.57322937             0.7772691
## [227,]                                         0.09013820             0.6699195
## [228,]                                         0.61958669             0.6231906
## [229,]                                         0.51362024             0.5105263
## [230,]                                         0.63039822             0.7769538
## [231,]                                         0.61958669             0.7405003
## [232,]                                         0.61958669             0.7257590
## [233,]                                         0.68877611             0.6931409
## [234,]                                         0.61958669             0.5745603
## [235,]                                         0.68877611             0.6580441
## [236,]                                         0.55177097             0.6029566
## [237,]                                         0.61958669             0.7910242
## [238,]                                         0.61958669             0.5243238
## [239,]                                         0.61958669             0.7167083
## [240,]                                         0.51362024             0.8842956
## [241,]                                         0.12224895             0.4381424
## [242,]                                         0.61958669             0.6894805
## [243,]                                         0.61958669             0.7582291
## [244,]                                         0.51785936             0.6823043
## [245,]                                         0.51362024             0.5210288
## [246,]                                         0.61958669             0.8096992
## [247,]                                         0.51362024             0.6908737
## [248,]                                         0.19557456             0.5597654
## [249,]                                         0.61958669             0.7216048
## [250,]                                         0.67531013             0.7551052
## [251,]                                         0.55177097             0.5036505
## [252,]                                         0.61958669             0.8049963
## [253,]                                         0.30161419             0.7794683
## [254,]                                         0.85686313             0.7614406
## [255,]                                         0.52150288             0.7258605
## [256,]                                         1.00000000             0.8077249
## [257,]                                         0.27510657             0.6461997
## [258,]                                         0.24647663             0.7599240
## [259,]                                         0.08951053             0.2778170
## [260,]                                         0.53308529             0.5927650
## [261,]                                         0.75201048             0.8569276
## [262,]                                         0.61958669             0.6746383
## [263,]                                         0.51362024             0.6513558
## [264,]                                         0.53308529             0.5020558
## [265,]                                         0.31983729             0.8716814
## [266,]                                         0.61958669             0.6054596
## [267,]                                         0.10330023             0.8375935
## [268,]                                         0.13193907             0.6596534
## [269,]                                         0.18255999             0.6512708
## [270,]                                         0.52539549             0.6661795
## [271,]                                         0.61958669             0.2071488
## [272,]                                         0.56768780             0.7858130
## [273,]                                         0.59612217             0.6029087
## [274,]                                         0.61958669             0.2996716
## [275,]                                         0.18258844             0.6103016
## [276,]                                         0.51362024             0.6283305
## [277,]                                         0.61958669             0.8393221
## [278,]                                         0.61958669             0.7425754
## [279,]                                         0.75201048             0.6475165
## [280,]                                         0.14362788             0.5607454
## [281,]                                         0.18616158             0.6530373
## [282,]                                         0.65243334             0.5914579
## [283,]                                         0.51362024             0.4506867
## [284,]                                         0.93733987             0.6012245
## [285,]                                         0.61958669             0.8033941
## [286,]                                         0.14362788             0.6364981
## [287,]                                         0.51362024             0.3141022
## [288,]                                         0.55177097             0.2543295
## [289,]                                         0.56441193             0.8197027
## [290,]                                         0.51362024             0.4459641
## [291,]                                         0.61958669             0.6528034
## [292,]                                         0.51362024             0.8496623
## [293,]                                         0.75201048             0.6775282
## [294,]                                         0.85686313             0.6797144
## [295,]                                         0.61958669             0.7411387
## [296,]                                         0.37734183             0.8217598
## [297,]                                         0.61958669             0.5992649
## [298,]                                         0.51362024             0.6978610
## [299,]                                         0.85686313             0.6507772
## [300,]                                         0.85686313             0.6811496
## [301,]                                         0.53308529             0.7118634
## [302,]                                         0.03646935             0.7846781
## [303,]                                         0.53308529             0.8029378
## [304,]                                         0.30161419             0.5900274
## [305,]                                         0.51362024             0.3841794
## [306,]                                         0.61958669             0.5526904
## [307,]                                         0.51626236             0.6749369
## [308,]                                         0.51362024             0.8012283
## [309,]                                         0.19557456             0.6667584
## [310,]                                         0.54011414             0.7422419
## [311,]                                         0.38379379             0.5394659
## [312,]                                         0.61958669             0.5032136
## [313,]                                         0.61958669             0.6363649
## [314,]                                         0.85686313             0.3397318
## [315,]                                         0.58455915             0.7778079
## [316,]                                         0.52150288             0.4760809
## [317,]                                         0.55177097             0.4778233
## [318,]                                         0.85686313             0.5899703
## [319,]                                         0.54011414             0.8259862
## [320,]                                         0.75201048             0.6745699
## [321,]                                         0.61958669             0.6485527
## [322,]                                         0.53308529             0.6087112
## [323,]                                         0.55177097             0.4695635
## [324,]                                         0.55177097             0.5162972
## [325,]                                         0.51785936             0.8603356
## [326,]                                         0.51785936             0.5599391
## [327,]                                         0.51362024             0.4524537
## [328,]                                         0.55177097             0.6745822
## [329,]                                         0.19557456             0.6833346
## [330,]                                         0.51785936             0.2916605
## [331,]                                         0.93733987             0.6870339
## [332,]                                         0.61958669             0.6161644
## [333,]                                         0.56441193             0.7827404
## [334,]                                         0.53308529             0.7686581
## [335,]                                         0.75201048             0.8266899
## [336,]                                         0.55177097             0.6884821
## [337,]                                         0.55177097             0.4027749
## [338,]                                         0.51362024             0.7451151
## [339,]                                         0.61958669             0.8880001
## [340,]                                         0.75201048             0.5760652
## [341,]                                         0.61958669             0.4936428
## [342,]                                         0.51362024             0.7433218
## [343,]                                         0.51362024             0.5645611
## [344,]                                         0.61958669             0.8107533
## [345,]                                         0.04601721             0.6757247
## [346,]                                         0.51362024             0.5669914
## [347,]                                         0.85686313             0.6795876
## [348,]                                         0.75201048             0.5581257
## [349,]                                         0.19557456             0.7264220
## [350,]                                         0.55177097             0.7428777
## [351,]                                         0.51362024             0.8144867
## [352,]                                         0.51362024             0.6583123
## [353,]                                         0.56071945             0.8174681
## [354,]                                         0.61958669             0.6704422
## [355,]                                         0.06569688             0.6415412
## [356,]                                         0.53308529             0.5938245
## [357,]                                         0.56441193             0.8183949
## [358,]                                         0.66620421             0.6209203
## [359,]                                         0.55177097             0.4174898
## [360,]                                         0.17012142             0.1282501
## [361,]                                         0.51362024             0.6942865
## [362,]                                         0.68877611             0.6656560
## [363,]                                         0.21318837             0.6681236
## [364,]                                         0.29945036             0.7599807
## [365,]                                         0.48712482             0.8641602
## [366,]                                         0.55177097             0.7720022
## [367,]                                         0.61958669             0.6952481
## [368,]                                         0.61958669             0.6916846
## [369,]                                         0.09614025             0.5528411
## [370,]                                         0.51362024             0.6528929
## [371,]                                         0.51362024             0.6178882
## [372,]                                         0.55177097             0.4995130
## [373,]                                         0.51362024             0.8357350
## [374,]                                         0.00000000             0.4929665
## [375,]                                         0.75201048             0.7066188
## [376,]                                         0.75201048             0.6300711
## [377,]                                         0.52539549             0.6018482
##        log.sigma.5.0.mm.3D_firstorder_Kurtosis
##   [1,]                             0.393540669
##   [2,]                             0.155461642
##   [3,]                             0.146273063
##   [4,]                             0.097344986
##   [5,]                             0.121957870
##   [6,]                             0.073281241
##   [7,]                             0.036878849
##   [8,]                             0.064822715
##   [9,]                             0.103859544
##  [10,]                             0.163383890
##  [11,]                             0.041366694
##  [12,]                             0.130004250
##  [13,]                             0.287178939
##  [14,]                             0.114554033
##  [15,]                             0.026851667
##  [16,]                             0.207444967
##  [17,]                             0.212667611
##  [18,]                             0.117391779
##  [19,]                             0.116606626
##  [20,]                             0.053915068
##  [21,]                             0.030380974
##  [22,]                             0.094725770
##  [23,]                             0.078687858
##  [24,]                             0.041433312
##  [25,]                             0.224997800
##  [26,]                             0.139763562
##  [27,]                             0.074556661
##  [28,]                             0.256906873
##  [29,]                             0.057291050
##  [30,]                             0.150047411
##  [31,]                             0.220528980
##  [32,]                             0.027699239
##  [33,]                             0.118741683
##  [34,]                             0.149373165
##  [35,]                             0.060393059
##  [36,]                             0.121198374
##  [37,]                             0.157153220
##  [38,]                             0.092939304
##  [39,]                             0.184941175
##  [40,]                             0.073593303
##  [41,]                             0.099257901
##  [42,]                             0.038464617
##  [43,]                             0.000000000
##  [44,]                             0.028227870
##  [45,]                             0.148133502
##  [46,]                             0.095920424
##  [47,]                             0.083885920
##  [48,]                             0.066027895
##  [49,]                             0.096997525
##  [50,]                             0.077171200
##  [51,]                             0.108584819
##  [52,]                             0.243495857
##  [53,]                             0.027316015
##  [54,]                             0.033642579
##  [55,]                             0.029185812
##  [56,]                             0.065134292
##  [57,]                             0.324782987
##  [58,]                             0.021137556
##  [59,]                             0.086639245
##  [60,]                             0.085869714
##  [61,]                             0.179544039
##  [62,]                             0.110058728
##  [63,]                             0.102943912
##  [64,]                             0.134993855
##  [65,]                             0.098475957
##  [66,]                             0.055032565
##  [67,]                             0.267458685
##  [68,]                             0.007119271
##  [69,]                             0.253345291
##  [70,]                             0.025289273
##  [71,]                             0.109239130
##  [72,]                             0.022283779
##  [73,]                             0.043929441
##  [74,]                             0.066649048
##  [75,]                             0.060341205
##  [76,]                             0.045708386
##  [77,]                             1.000000000
##  [78,]                             0.057680892
##  [79,]                             0.059675989
##  [80,]                             0.333998719
##  [81,]                             0.081752480
##  [82,]                             0.442501243
##  [83,]                             0.021475282
##  [84,]                             0.092460934
##  [85,]                             0.119265093
##  [86,]                             0.018296005
##  [87,]                             0.039401992
##  [88,]                             0.049166711
##  [89,]                             0.170332138
##  [90,]                             0.031229245
##  [91,]                             0.059516104
##  [92,]                             0.031276899
##  [93,]                             0.056039434
##  [94,]                             0.040029682
##  [95,]                             0.184718286
##  [96,]                             0.083310232
##  [97,]                             0.044560380
##  [98,]                             0.183114944
##  [99,]                             0.235424122
## [100,]                             0.148168231
## [101,]                             0.026176520
## [102,]                             0.042480581
## [103,]                             0.353317555
## [104,]                             0.098471970
## [105,]                             0.015815042
## [106,]                             0.075369125
## [107,]                             0.101006900
## [108,]                             0.088683808
## [109,]                             0.006258440
## [110,]                             0.019042577
## [111,]                             0.034923343
## [112,]                             0.103343632
## [113,]                             0.034542327
## [114,]                             0.081427060
## [115,]                             0.033135417
## [116,]                             0.049383034
## [117,]                             0.147899237
## [118,]                             0.033000192
## [119,]                             0.113369213
## [120,]                             0.113753193
## [121,]                             0.263350835
## [122,]                             0.097246557
## [123,]                             0.104580499
## [124,]                             0.064157909
## [125,]                             0.035060531
## [126,]                             0.142625787
## [127,]                             0.134925295
## [128,]                             0.192932791
## [129,]                             0.034681989
## [130,]                             0.336871019
## [131,]                             0.016644047
## [132,]                             0.018826289
## [133,]                             0.108254382
## [134,]                             0.040643219
## [135,]                             0.003685822
## [136,]                             0.046394650
## [137,]                             0.024623171
## [138,]                             0.044391872
## [139,]                             0.503086225
## [140,]                             0.043685973
## [141,]                             0.022552222
## [142,]                             0.063804725
## [143,]                             0.030883530
## [144,]                             0.306174398
## [145,]                             0.041005491
## [146,]                             0.074142235
## [147,]                             0.077170371
## [148,]                             0.223064725
## [149,]                             0.010415128
## [150,]                             0.106275972
## [151,]                             0.026155418
## [152,]                             0.205704223
## [153,]                             0.151668331
## [154,]                             0.195766551
## [155,]                             0.046123146
## [156,]                             0.200692728
## [157,]                             0.085730793
## [158,]                             0.103078753
## [159,]                             0.035401137
## [160,]                             0.151234001
## [161,]                             0.106521298
## [162,]                             0.038825024
## [163,]                             0.127220113
## [164,]                             0.142149886
## [165,]                             0.274956778
## [166,]                             0.034156352
## [167,]                             0.092235851
## [168,]                             0.004344980
## [169,]                             0.447914191
## [170,]                             0.186259715
## [171,]                             0.089367996
## [172,]                             0.086619451
## [173,]                             0.176347246
## [174,]                             0.100830328
## [175,]                             0.062327047
## [176,]                             0.074541037
## [177,]                             0.031655941
## [178,]                             0.092829933
## [179,]                             0.059038068
## [180,]                             0.058989187
## [181,]                             0.084246568
## [182,]                             0.087476842
## [183,]                             0.060906557
## [184,]                             0.066292056
## [185,]                             0.033108417
## [186,]                             0.059507736
## [187,]                             0.075681343
## [188,]                             0.015427701
## [189,]                             0.102498581
## [190,]                             0.198326050
## [191,]                             0.106112006
## [192,]                             0.049727589
## [193,]                             0.050937244
## [194,]                             0.104960773
## [195,]                             0.108145065
## [196,]                             0.090289127
## [197,]                             0.272149550
## [198,]                             0.047556938
## [199,]                             0.033083873
## [200,]                             0.202571168
## [201,]                             0.316076328
## [202,]                             0.215683332
## [203,]                             0.414734739
## [204,]                             0.026858477
## [205,]                             0.085192229
## [206,]                             0.770567668
## [207,]                             0.018715100
## [208,]                             0.097085914
## [209,]                             0.062891416
## [210,]                             0.332182229
## [211,]                             0.103147774
## [212,]                             0.191936866
## [213,]                             0.099219992
## [214,]                             0.056595491
## [215,]                             0.042640045
## [216,]                             0.087611618
## [217,]                             0.060629888
## [218,]                             0.015054703
## [219,]                             0.271765616
## [220,]                             0.041630364
## [221,]                             0.052078106
## [222,]                             0.036931462
## [223,]                             0.381606307
## [224,]                             0.017180809
## [225,]                             0.038612748
## [226,]                             0.091679305
## [227,]                             0.109650563
## [228,]                             0.071554791
## [229,]                             0.028043614
## [230,]                             0.136380499
## [231,]                             0.093980157
## [232,]                             0.099999118
## [233,]                             0.037443690
## [234,]                             0.035575594
## [235,]                             0.056548855
## [236,]                             0.205526688
## [237,]                             0.041393801
## [238,]                             0.026899784
## [239,]                             0.067799559
## [240,]                             0.034130735
## [241,]                             0.112306748
## [242,]                             0.116813392
## [243,]                             0.118678626
## [244,]                             0.196945565
## [245,]                             0.077448651
## [246,]                             0.048900250
## [247,]                             0.057694205
## [248,]                             0.027315511
## [249,]                             0.036457754
## [250,]                             0.167930647
## [251,]                             0.059730438
## [252,]                             0.198590673
## [253,]                             0.194065621
## [254,]                             0.062831636
## [255,]                             0.061399373
## [256,]                             0.117811496
## [257,]                             0.071592683
## [258,]                             0.036561069
## [259,]                             0.044237650
## [260,]                             0.043438659
## [261,]                             0.014567086
## [262,]                             0.161256398
## [263,]                             0.031563091
## [264,]                             0.034681039
## [265,]                             0.025383010
## [266,]                             0.042712936
## [267,]                             0.558339300
## [268,]                             0.087741223
## [269,]                             0.150098117
## [270,]                             0.147326028
## [271,]                             0.054026998
## [272,]                             0.072527665
## [273,]                             0.113994355
## [274,]                             0.043780543
## [275,]                             0.178303356
## [276,]                             0.080131589
## [277,]                             0.096108912
## [278,]                             0.080347050
## [279,]                             0.068728099
## [280,]                             0.075989110
## [281,]                             0.119395849
## [282,]                             0.087745477
## [283,]                             0.030891017
## [284,]                             0.065713990
## [285,]                             0.207728112
## [286,]                             0.251898104
## [287,]                             0.028386817
## [288,]                             0.063818938
## [289,]                             0.062535912
## [290,]                             0.016796580
## [291,]                             0.180452582
## [292,]                             0.174829077
## [293,]                             0.026258355
## [294,]                             0.072578141
## [295,]                             0.100590163
## [296,]                             0.061198418
## [297,]                             0.074803218
## [298,]                             0.080066205
## [299,]                             0.049245586
## [300,]                             0.034759622
## [301,]                             0.082339663
## [302,]                             0.068567209
## [303,]                             0.045868073
## [304,]                             0.077787340
## [305,]                             0.060355778
## [306,]                             0.042808447
## [307,]                             0.225755805
## [308,]                             0.196422975
## [309,]                             0.036820396
## [310,]                             0.113252469
## [311,]                             0.176335106
## [312,]                             0.059254671
## [313,]                             0.047328513
## [314,]                             0.050462402
## [315,]                             0.048194472
## [316,]                             0.067737332
## [317,]                             0.039478707
## [318,]                             0.068492718
## [319,]                             0.059239190
## [320,]                             0.045161337
## [321,]                             0.052002157
## [322,]                             0.124278114
## [323,]                             0.062667491
## [324,]                             0.042402892
## [325,]                             0.297220018
## [326,]                             0.211404509
## [327,]                             0.036148517
## [328,]                             0.048567882
## [329,]                             0.052064606
## [330,]                             0.055008263
## [331,]                             0.067857485
## [332,]                             0.088276233
## [333,]                             0.129217099
## [334,]                             0.057312281
## [335,]                             0.227191298
## [336,]                             0.082548196
## [337,]                             0.011031149
## [338,]                             0.087637684
## [339,]                             0.393125935
## [340,]                             0.086740601
## [341,]                             0.030960758
## [342,]                             0.060515959
## [343,]                             0.026220056
## [344,]                             0.024403553
## [345,]                             0.069375590
## [346,]                             0.026022077
## [347,]                             0.029450549
## [348,]                             0.098474750
## [349,]                             0.038250760
## [350,]                             0.057614064
## [351,]                             0.085326892
## [352,]                             0.043118759
## [353,]                             0.243790197
## [354,]                             0.102238254
## [355,]                             0.045866363
## [356,]                             0.047394106
## [357,]                             0.167648935
## [358,]                             0.088043788
## [359,]                             0.080713888
## [360,]                             0.061276165
## [361,]                             0.051053813
## [362,]                             0.058080186
## [363,]                             0.158121193
## [364,]                             0.047889766
## [365,]                             0.047914047
## [366,]                             0.191328719
## [367,]                             0.018192698
## [368,]                             0.030941178
## [369,]                             0.066504234
## [370,]                             0.030250318
## [371,]                             0.026746391
## [372,]                             0.082780063
## [373,]                             0.113482938
## [374,]                             0.225052168
## [375,]                             0.081968823
## [376,]                             0.113081142
## [377,]                             0.216715595
##        log.sigma.5.0.mm.3D_firstorder_90Percentile
##   [1,]                                   0.8679390
##   [2,]                                   0.8981411
##   [3,]                                   0.8778035
##   [4,]                                   0.8750455
##   [5,]                                   0.8667499
##   [6,]                                   0.9023500
##   [7,]                                   0.7531417
##   [8,]                                   0.8799615
##   [9,]                                   0.8481671
##  [10,]                                   0.8923905
##  [11,]                                   0.8996369
##  [12,]                                   0.9035841
##  [13,]                                   0.9029142
##  [14,]                                   0.9133029
##  [15,]                                   0.6271108
##  [16,]                                   0.8960534
##  [17,]                                   0.8942946
##  [18,]                                   0.8942581
##  [19,]                                   0.8570952
##  [20,]                                   0.9204460
##  [21,]                                   0.8191252
##  [22,]                                   0.9126551
##  [23,]                                   0.8552505
##  [24,]                                   0.8352355
##  [25,]                                   0.8932970
##  [26,]                                   0.8671089
##  [27,]                                   0.8482239
##  [28,]                                   0.8830224
##  [29,]                                   0.8652347
##  [30,]                                   0.8803825
##  [31,]                                   0.9189840
##  [32,]                                   0.8547390
##  [33,]                                   0.9023941
##  [34,]                                   0.8646036
##  [35,]                                   0.8072873
##  [36,]                                   0.8628335
##  [37,]                                   0.8798457
##  [38,]                                   0.8249340
##  [39,]                                   0.8853480
##  [40,]                                   0.8582537
##  [41,]                                   0.8911039
##  [42,]                                   0.7278365
##  [43,]                                   0.8472091
##  [44,]                                   0.8446948
##  [45,]                                   0.9058714
##  [46,]                                   0.8738962
##  [47,]                                   0.8461763
##  [48,]                                   0.8865552
##  [49,]                                   0.8743576
##  [50,]                                   0.9140255
##  [51,]                                   0.8655258
##  [52,]                                   0.8581965
##  [53,]                                   0.7731209
##  [54,]                                   0.8382127
##  [55,]                                   0.8534690
##  [56,]                                   0.7271082
##  [57,]                                   0.8639296
##  [58,]                                   0.8502666
##  [59,]                                   0.9220018
##  [60,]                                   0.8246963
##  [61,]                                   0.8576633
##  [62,]                                   0.8582474
##  [63,]                                   0.8593571
##  [64,]                                   0.8761856
##  [65,]                                   0.8775520
##  [66,]                                   0.9253268
##  [67,]                                   0.8856306
##  [68,]                                   0.8026548
##  [69,]                                   0.8962146
##  [70,]                                   0.7128215
##  [71,]                                   0.9332034
##  [72,]                                   0.8436798
##  [73,]                                   0.8436717
##  [74,]                                   0.7669395
##  [75,]                                   0.8582011
##  [76,]                                   0.8111559
##  [77,]                                   0.8621582
##  [78,]                                   0.8577192
##  [79,]                                   0.8666084
##  [80,]                                   0.8531389
##  [81,]                                   0.8874198
##  [82,]                                   0.8754373
##  [83,]                                   0.8553328
##  [84,]                                   0.8724590
##  [85,]                                   0.8544630
##  [86,]                                   0.8541300
##  [87,]                                   0.7679996
##  [88,]                                   0.8863315
##  [89,]                                   0.8745954
##  [90,]                                   0.8718788
##  [91,]                                   0.8648852
##  [92,]                                   0.7047663
##  [93,]                                   0.8698295
##  [94,]                                   0.5743750
##  [95,]                                   0.8451615
##  [96,]                                   0.8430425
##  [97,]                                   0.7923375
##  [98,]                                   0.8858283
##  [99,]                                   0.8814255
## [100,]                                   0.8682873
## [101,]                                   0.8412771
## [102,]                                   0.9873080
## [103,]                                   0.8472423
## [104,]                                   0.8301589
## [105,]                                   0.8595104
## [106,]                                   0.8655480
## [107,]                                   0.8848380
## [108,]                                   0.8657533
## [109,]                                   0.9479358
## [110,]                                   0.8271545
## [111,]                                   0.8589853
## [112,]                                   0.8567420
## [113,]                                   0.7897612
## [114,]                                   0.8418994
## [115,]                                   0.7045100
## [116,]                                   0.8605238
## [117,]                                   0.8594308
## [118,]                                   0.8461575
## [119,]                                   0.8552423
## [120,]                                   0.8638672
## [121,]                                   0.8805070
## [122,]                                   0.8374657
## [123,]                                   0.8552724
## [124,]                                   0.8342758
## [125,]                                   0.8647056
## [126,]                                   0.8367975
## [127,]                                   0.8736104
## [128,]                                   0.8563557
## [129,]                                   0.8913412
## [130,]                                   0.7803047
## [131,]                                   0.7724637
## [132,]                                   0.7095199
## [133,]                                   0.8457260
## [134,]                                   0.9305048
## [135,]                                   0.9871832
## [136,]                                   0.8990139
## [137,]                                   0.7419969
## [138,]                                   0.8280159
## [139,]                                   0.8830241
## [140,]                                   0.8824857
## [141,]                                   0.8373948
## [142,]                                   0.8657838
## [143,]                                   0.0000000
## [144,]                                   0.8631920
## [145,]                                   0.8650461
## [146,]                                   0.8608688
## [147,]                                   0.8863188
## [148,]                                   0.8655829
## [149,]                                   0.7840687
## [150,]                                   0.7879731
## [151,]                                   0.7767289
## [152,]                                   0.8323749
## [153,]                                   0.8741099
## [154,]                                   0.8730121
## [155,]                                   0.8443784
## [156,]                                   0.8975038
## [157,]                                   0.7977390
## [158,]                                   0.9066344
## [159,]                                   0.9004535
## [160,]                                   0.8589346
## [161,]                                   0.8027323
## [162,]                                   0.7043706
## [163,]                                   0.8721428
## [164,]                                   0.8795211
## [165,]                                   0.9089139
## [166,]                                   0.9270526
## [167,]                                   0.9000275
## [168,]                                   0.9140944
## [169,]                                   0.8862414
## [170,]                                   0.8807158
## [171,]                                   0.8549599
## [172,]                                   0.8694650
## [173,]                                   0.8696617
## [174,]                                   0.8547203
## [175,]                                   0.9040032
## [176,]                                   0.8195211
## [177,]                                   0.8796407
## [178,]                                   0.9639844
## [179,]                                   0.8361897
## [180,]                                   0.8568155
## [181,]                                   0.9100257
## [182,]                                   0.8798269
## [183,]                                   0.8541089
## [184,]                                   0.9141235
## [185,]                                   0.8600940
## [186,]                                   0.8022783
## [187,]                                   0.8443484
## [188,]                                   0.8705243
## [189,]                                   0.7172640
## [190,]                                   0.8568343
## [191,]                                   0.8517422
## [192,]                                   0.8637487
## [193,]                                   0.8362928
## [194,]                                   0.8793089
## [195,]                                   1.0000000
## [196,]                                   0.7605159
## [197,]                                   0.8688065
## [198,]                                   0.8646139
## [199,]                                   0.8839196
## [200,]                                   0.8971650
## [201,]                                   0.8896378
## [202,]                                   0.8573088
## [203,]                                   0.8570940
## [204,]                                   0.8302418
## [205,]                                   0.8646817
## [206,]                                   0.8552219
## [207,]                                   0.7524797
## [208,]                                   0.8471593
## [209,]                                   0.8854141
## [210,]                                   0.8757951
## [211,]                                   0.8724196
## [212,]                                   0.8602220
## [213,]                                   0.8678102
## [214,]                                   0.8598721
## [215,]                                   0.8502557
## [216,]                                   0.8401560
## [217,]                                   0.8459078
## [218,]                                   0.7912978
## [219,]                                   0.9343786
## [220,]                                   0.8166117
## [221,]                                   0.8320172
## [222,]                                   0.6936245
## [223,]                                   0.8393167
## [224,]                                   0.8108411
## [225,]                                   0.8662801
## [226,]                                   0.8611573
## [227,]                                   0.8354201
## [228,]                                   0.8801532
## [229,]                                   0.7727565
## [230,]                                   0.8602986
## [231,]                                   0.8731969
## [232,]                                   0.8134707
## [233,]                                   0.8879608
## [234,]                                   0.7993551
## [235,]                                   0.8674041
## [236,]                                   0.8299334
## [237,]                                   0.8263695
## [238,]                                   0.8259177
## [239,]                                   0.8637476
## [240,]                                   0.8030091
## [241,]                                   0.9646902
## [242,]                                   0.8312062
## [243,]                                   0.8718565
## [244,]                                   0.8733867
## [245,]                                   0.8919022
## [246,]                                   0.8309226
## [247,]                                   0.8735378
## [248,]                                   0.8583542
## [249,]                                   0.8130312
## [250,]                                   0.8732444
## [251,]                                   0.8752445
## [252,]                                   0.8739622
## [253,]                                   0.8893038
## [254,]                                   0.8200618
## [255,]                                   0.8657924
## [256,]                                   0.8521632
## [257,]                                   0.8744805
## [258,]                                   0.8521374
## [259,]                                   0.8563189
## [260,]                                   0.8665890
## [261,]                                   0.9565946
## [262,]                                   0.7542875
## [263,]                                   0.8616055
## [264,]                                   0.8359677
## [265,]                                   0.8592565
## [266,]                                   0.8921333
## [267,]                                   0.8524595
## [268,]                                   0.8713640
## [269,]                                   0.9419149
## [270,]                                   0.9125434
## [271,]                                   0.8186589
## [272,]                                   0.8502693
## [273,]                                   0.8800730
## [274,]                                   0.8996906
## [275,]                                   0.8875622
## [276,]                                   0.8630839
## [277,]                                   0.8527951
## [278,]                                   0.8547483
## [279,]                                   0.8611721
## [280,]                                   0.8281147
## [281,]                                   0.9122408
## [282,]                                   0.9059526
## [283,]                                   0.6814260
## [284,]                                   0.7620950
## [285,]                                   0.8416927
## [286,]                                   0.8655430
## [287,]                                   0.4498103
## [288,]                                   0.8979487
## [289,]                                   0.8497645
## [290,]                                   0.6372069
## [291,]                                   0.8384631
## [292,]                                   0.8576667
## [293,]                                   0.8818980
## [294,]                                   0.9087820
## [295,]                                   0.8683925
## [296,]                                   0.8395140
## [297,]                                   0.8151965
## [298,]                                   0.8554991
## [299,]                                   0.8598274
## [300,]                                   0.8185364
## [301,]                                   0.8461441
## [302,]                                   0.8528233
## [303,]                                   0.8479885
## [304,]                                   0.8205680
## [305,]                                   0.8072645
## [306,]                                   0.8061140
## [307,]                                   0.9245574
## [308,]                                   0.8535863
## [309,]                                   0.8441376
## [310,]                                   0.8361030
## [311,]                                   0.8405156
## [312,]                                   0.9164577
## [313,]                                   0.8575556
## [314,]                                   0.6313974
## [315,]                                   0.8690423
## [316,]                                   0.7726467
## [317,]                                   0.8348822
## [318,]                                   0.8794509
## [319,]                                   0.8481143
## [320,]                                   0.8259137
## [321,]                                   0.8409470
## [322,]                                   0.8649523
## [323,]                                   0.7739260
## [324,]                                   0.8379718
## [325,]                                   0.8547234
## [326,]                                   0.8594368
## [327,]                                   0.8544824
## [328,]                                   0.8602017
## [329,]                                   0.8858419
## [330,]                                   0.7687460
## [331,]                                   0.8517750
## [332,]                                   0.8197624
## [333,]                                   0.8643532
## [334,]                                   0.8500439
## [335,]                                   0.8577968
## [336,]                                   0.7868832
## [337,]                                   0.7746727
## [338,]                                   0.8237615
## [339,]                                   0.8724825
## [340,]                                   0.8557299
## [341,]                                   0.7660043
## [342,]                                   0.8390543
## [343,]                                   0.8836618
## [344,]                                   0.8856764
## [345,]                                   0.8511544
## [346,]                                   0.9393708
## [347,]                                   0.8302583
## [348,]                                   0.8013259
## [349,]                                   0.7665373
## [350,]                                   0.8444625
## [351,]                                   0.8499556
## [352,]                                   0.8032133
## [353,]                                   0.8728155
## [354,]                                   0.8487303
## [355,]                                   0.8563788
## [356,]                                   0.8043038
## [357,]                                   0.8533227
## [358,]                                   0.8389906
## [359,]                                   0.8493420
## [360,]                                   0.9358061
## [361,]                                   0.8162174
## [362,]                                   0.7793604
## [363,]                                   0.8937035
## [364,]                                   0.8713586
## [365,]                                   0.8453913
## [366,]                                   0.8524324
## [367,]                                   0.8687486
## [368,]                                   0.8326340
## [369,]                                   0.7863757
## [370,]                                   0.7217050
## [371,]                                   0.8821542
## [372,]                                   0.8207322
## [373,]                                   0.8520091
## [374,]                                   0.8559361
## [375,]                                   0.8420189
## [376,]                                   0.8307628
## [377,]                                   0.8411684
##        wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis
##   [1,]                                     0.077426784
##   [2,]                                     0.102373302
##   [3,]                                     0.099832641
##   [4,]                                     0.103937468
##   [5,]                                     0.034414893
##   [6,]                                     0.016393901
##   [7,]                                     0.213005235
##   [8,]                                     0.124844585
##   [9,]                                     0.051028183
##  [10,]                                     0.131705713
##  [11,]                                     0.059697274
##  [12,]                                     0.049426477
##  [13,]                                     0.765061990
##  [14,]                                     0.150939969
##  [15,]                                     0.144096915
##  [16,]                                     0.096758212
##  [17,]                                     0.114048557
##  [18,]                                     0.096820110
##  [19,]                                     0.048825616
##  [20,]                                     0.092537546
##  [21,]                                     0.270141573
##  [22,]                                     0.099464070
##  [23,]                                     0.094264253
##  [24,]                                     0.248924734
##  [25,]                                     0.092536802
##  [26,]                                     0.095564492
##  [27,]                                     0.087869574
##  [28,]                                     0.027127734
##  [29,]                                     0.051434198
##  [30,]                                     0.086226368
##  [31,]                                     0.115262672
##  [32,]                                     0.103545884
##  [33,]                                     0.089614231
##  [34,]                                     0.211750109
##  [35,]                                     0.274612188
##  [36,]                                     0.104585275
##  [37,]                                     0.100443427
##  [38,]                                     0.177840956
##  [39,]                                     0.216900527
##  [40,]                                     0.238310220
##  [41,]                                     0.055928661
##  [42,]                                     0.319798285
##  [43,]                                     0.515887960
##  [44,]                                     0.113246527
##  [45,]                                     0.227444924
##  [46,]                                     0.055544790
##  [47,]                                     0.045847482
##  [48,]                                     0.093520378
##  [49,]                                     0.216790020
##  [50,]                                     0.025183192
##  [51,]                                     0.209546501
##  [52,]                                     0.103787813
##  [53,]                                     0.212981742
##  [54,]                                     0.268140389
##  [55,]                                     0.103668312
##  [56,]                                     0.235205306
##  [57,]                                     0.186199230
##  [58,]                                     0.258597506
##  [59,]                                     0.085894449
##  [60,]                                     0.229955597
##  [61,]                                     0.274743281
##  [62,]                                     0.088825957
##  [63,]                                     0.191484181
##  [64,]                                     0.109024659
##  [65,]                                     0.161461812
##  [66,]                                     0.253679683
##  [67,]                                     0.055068484
##  [68,]                                     0.682322844
##  [69,]                                     0.233114506
##  [70,]                                     0.224142981
##  [71,]                                     0.742687740
##  [72,]                                     0.101854410
##  [73,]                                     0.229853051
##  [74,]                                     0.756369042
##  [75,]                                     0.086349740
##  [76,]                                     0.238763740
##  [77,]                                     0.107609582
##  [78,]                                     0.110758336
##  [79,]                                     0.127041646
##  [80,]                                     0.018435083
##  [81,]                                     0.094818627
##  [82,]                                     0.103136888
##  [83,]                                     0.618046044
##  [84,]                                     0.095745731
##  [85,]                                     0.193097507
##  [86,]                                     0.089755979
##  [87,]                                     0.289209865
##  [88,]                                     0.077582699
##  [89,]                                     0.060607600
##  [90,]                                     0.278270142
##  [91,]                                     0.073310681
##  [92,]                                     0.270913472
##  [93,]                                     0.113841952
##  [94,]                                     0.160049819
##  [95,]                                     0.124617280
##  [96,]                                     0.108290683
##  [97,]                                     0.192301023
##  [98,]                                     0.105187939
##  [99,]                                     0.090840304
## [100,]                                     0.854915680
## [101,]                                     0.578356720
## [102,]                                     0.254609672
## [103,]                                     0.134498662
## [104,]                                     0.096775205
## [105,]                                     0.223202971
## [106,]                                     0.104463979
## [107,]                                     0.009925312
## [108,]                                     0.099598488
## [109,]                                     0.256521271
## [110,]                                     0.095159308
## [111,]                                     0.222001000
## [112,]                                     0.053151298
## [113,]                                     0.258582910
## [114,]                                     0.209755844
## [115,]                                     0.238917356
## [116,]                                     0.156363195
## [117,]                                     0.051499393
## [118,]                                     0.100181875
## [119,]                                     0.087893001
## [120,]                                     0.110192578
## [121,]                                     0.105930256
## [122,]                                     0.749624983
## [123,]                                     0.226356495
## [124,]                                     0.211004893
## [125,]                                     0.608041335
## [126,]                                     0.110398578
## [127,]                                     0.125382288
## [128,]                                     0.224106320
## [129,]                                     0.268245551
## [130,]                                     0.109008413
## [131,]                                     0.122199010
## [132,]                                     0.324566866
## [133,]                                     0.112679328
## [134,]                                     0.976860908
## [135,]                                     0.195093317
## [136,]                                     0.026076198
## [137,]                                     0.134702116
## [138,]                                     0.112010669
## [139,]                                     0.092687105
## [140,]                                     0.211205686
## [141,]                                     0.140932935
## [142,]                                     0.228064441
## [143,]                                     0.366292569
## [144,]                                     0.183939181
## [145,]                                     0.085657202
## [146,]                                     0.265888372
## [147,]                                     0.095036041
## [148,]                                     0.046850637
## [149,]                                     0.210679505
## [150,]                                     0.251152254
## [151,]                                     0.156406275
## [152,]                                     0.089335685
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## [155,]                                     0.260604107
## [156,]                                     0.000000000
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## [159,]                                     0.754574216
## [160,]                                     0.117607963
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## [162,]                                     0.312548184
## [163,]                                     0.101098273
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## [171,]                                     0.199330604
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## [175,]                                     0.858906522
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## [177,]                                     0.238243131
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## [341,]                                     0.329000623
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## [374,]                                     0.010961175
## [375,]                                     0.183840744
## [376,]                                     0.211163408
## [377,]                                     0.162045983
##        wavelet.HLH_glcm_DifferenceAverage
##   [1,]                         0.16978248
##   [2,]                         0.29593040
##   [3,]                         0.51321698
##   [4,]                         0.27812104
##   [5,]                         0.35868822
##   [6,]                         0.66071757
##   [7,]                         0.07090332
##   [8,]                         0.43496479
##   [9,]                         0.35602459
##  [10,]                         0.46972003
##  [11,]                         0.41796376
##  [12,]                         0.41546941
##  [13,]                         0.27981719
##  [14,]                         0.30970221
##  [15,]                         0.61914171
##  [16,]                         0.29611498
##  [17,]                         0.38238065
##  [18,]                         0.30637259
##  [19,]                         0.35269416
##  [20,]                         0.35809071
##  [21,]                         0.33154153
##  [22,]                         0.26311614
##  [23,]                         0.23238499
##  [24,]                         0.19806459
##  [25,]                         0.23085999
##  [26,]                         0.32775562
##  [27,]                         0.20173026
##  [28,]                         0.29246797
##  [29,]                         0.22558992
##  [30,]                         0.22455775
##  [31,]                         0.33479663
##  [32,]                         0.36228884
##  [33,]                         0.31738766
##  [34,]                         0.24855998
##  [35,]                         0.26848862
##  [36,]                         0.28541578
##  [37,]                         0.21215893
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##  [40,]                         0.29082379
##  [41,]                         0.37626178
##  [42,]                         0.55183482
##  [43,]                         0.23486259
##  [44,]                         0.30686148
##  [45,]                         0.26628556
##  [46,]                         0.33098233
##  [47,]                         0.36388691
##  [48,]                         0.23912256
##  [49,]                         0.26184116
##  [50,]                         0.56558707
##  [51,]                         0.20680109
##  [52,]                         0.31344378
##  [53,]                         0.18309483
##  [54,]                         0.14490968
##  [55,]                         0.27790406
##  [56,]                         0.17501778
##  [57,]                         0.27759743
##  [58,]                         0.17935231
##  [59,]                         0.24590810
##  [60,]                         0.19717074
##  [61,]                         0.26663835
##  [62,]                         0.30755378
##  [63,]                         0.19095515
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##  [65,]                         0.21361636
##  [66,]                         0.31447190
##  [67,]                         0.22181230
##  [68,]                         0.16500186
##  [69,]                         0.28215559
##  [70,]                         0.20664087
##  [71,]                         0.16246649
##  [72,]                         0.65383038
##  [73,]                         0.12966099
##  [74,]                         0.25077499
##  [75,]                         0.34635904
##  [76,]                         0.77230426
##  [77,]                         0.23309727
##  [78,]                         0.22270688
##  [79,]                         0.26791693
##  [80,]                         0.31113003
##  [81,]                         0.29849390
##  [82,]                         0.31540886
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##  [84,]                         0.29431369
##  [85,]                         0.24903411
##  [86,]                         0.36310004
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##  [88,]                         0.29265840
##  [89,]                         0.32228006
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##  [91,]                         0.25339515
##  [92,]                         0.74747908
##  [93,]                         0.30800825
##  [94,]                         0.52256653
##  [95,]                         0.24207168
##  [96,]                         0.24224104
##  [97,]                         0.38309313
##  [98,]                         0.34272251
##  [99,]                         0.30855210
## [100,]                         0.31332641
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## [102,]                         0.52616151
## [103,]                         0.29251207
## [104,]                         0.26759453
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## [106,]                         0.31709584
## [107,]                         0.71710796
## [108,]                         0.32771237
## [109,]                         0.44799547
## [110,]                         0.38583002
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## [115,]                         0.21650914
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## [122,]                         0.22868868
## [123,]                         0.29927941
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## [125,]                         0.16619847
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## [127,]                         0.39811437
## [128,]                         0.29907379
## [129,]                         0.16099719
## [130,]                         0.32120465
## [131,]                         0.62121032
## [132,]                         0.42720768
## [133,]                         0.26921577
## [134,]                         0.10672731
## [135,]                         0.09403775
## [136,]                         0.31611282
## [137,]                         0.77719084
## [138,]                         0.32150287
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## [140,]                         0.16565352
## [141,]                         0.36621508
## [142,]                         0.23320241
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## [145,]                         0.32928281
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## [149,]                         0.07488335
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## [151,]                         0.26660188
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## [160,]                         0.30400851
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## [164,]                         0.26401880
## [165,]                         0.40979551
## [166,]                         0.70736412
## [167,]                         0.23345290
## [168,]                         1.00000000
## [169,]                         0.31928022
## [170,]                         0.50754913
## [171,]                         0.29095525
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## [173,]                         0.31825846
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## [178,]                         0.42256904
## [179,]                         0.55104424
## [180,]                         0.28741284
## [181,]                         0.36200714
## [182,]                         0.26220407
## [183,]                         0.37525882
## [184,]                         0.29735045
## [185,]                         0.29436812
## [186,]                         0.31080279
## [187,]                         0.35616118
## [188,]                         0.28424729
## [189,]                         0.24819271
## [190,]                         0.31402742
## [191,]                         0.27160127
## [192,]                         0.20536830
## [193,]                         0.29436186
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## [198,]                         0.30759173
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## [200,]                         0.35225401
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## [204,]                         0.06659345
## [205,]                         0.38868169
## [206,]                         0.31464967
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## [213,]                         0.27109264
## [214,]                         0.33711391
## [215,]                         0.13048343
## [216,]                         0.21336205
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## [218,]                         0.12887760
## [219,]                         0.36176477
## [220,]                         0.11578279
## [221,]                         0.10425901
## [222,]                         0.29537556
## [223,]                         0.21472304
## [224,]                         0.18308498
## [225,]                         0.19961926
## [226,]                         0.18963055
## [227,]                         0.28114446
## [228,]                         0.17855038
## [229,]                         0.16717357
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## [235,]                         0.16923943
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## [238,]                         0.26525610
## [239,]                         0.15534706
## [240,]                         0.17756137
## [241,]                         0.22552246
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## [243,]                         0.16226047
## [244,]                         0.19536102
## [245,]                         0.10873342
## [246,]                         0.17854154
## [247,]                         0.16896878
## [248,]                         0.73678889
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## [250,]                         0.18991974
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## [259,]                         0.20561432
## [260,]                         0.15708312
## [261,]                         0.16982141
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## [263,]                         0.07961625
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## [280,]                         0.16650997
## [281,]                         0.34271961
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## [283,]                         0.39569564
## [284,]                         0.10625240
## [285,]                         0.16380659
## [286,]                         0.17799529
## [287,]                         0.16845652
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## [289,]                         0.22465947
## [290,]                         0.12999642
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## [296,]                         0.18400542
## [297,]                         0.20677656
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## [299,]                         0.14579438
## [300,]                         0.08685923
## [301,]                         0.15201688
## [302,]                         0.19473731
## [303,]                         0.17907147
## [304,]                         0.18134689
## [305,]                         0.24069730
## [306,]                         0.40939798
## [307,]                         0.21703520
## [308,]                         0.20363247
## [309,]                         0.18075436
## [310,]                         0.14525970
## [311,]                         0.24178286
## [312,]                         0.19545507
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## [315,]                         0.18477107
## [316,]                         0.11548996
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## [320,]                         0.08983513
## [321,]                         0.08079686
## [322,]                         0.17676441
## [323,]                         0.15844844
## [324,]                         0.00000000
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## [326,]                         0.14413246
## [327,]                         0.26179436
## [328,]                         0.09588493
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## [330,]                         0.40227841
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## [332,]                         0.14071087
## [333,]                         0.19034542
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## [335,]                         0.21339646
## [336,]                         0.15276288
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## [339,]                         0.21909756
## [340,]                         0.05712485
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## [342,]                         0.12251891
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## [344,]                         0.11888747
## [345,]                         0.16129464
## [346,]                         0.05716974
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## [349,]                         0.24261847
## [350,]                         0.20260906
## [351,]                         0.16462809
## [352,]                         0.06283952
## [353,]                         0.20778212
## [354,]                         0.10309249
## [355,]                         0.30639128
## [356,]                         0.33232769
## [357,]                         0.17120052
## [358,]                         0.14161496
## [359,]                         0.22299435
## [360,]                         0.22711878
## [361,]                         0.12538736
## [362,]                         0.14474118
## [363,]                         0.26098295
## [364,]                         0.23411019
## [365,]                         0.32043371
## [366,]                         0.15149815
## [367,]                         0.16367614
## [368,]                         0.16032918
## [369,]                         0.33282702
## [370,]                         0.14579087
## [371,]                         0.27831382
## [372,]                         0.18315878
## [373,]                         0.16397715
## [374,]                         0.18828350
## [375,]                         0.15657277
## [376,]                         0.12504167
## [377,]                         0.10450005
##        wavelet.HHH_firstorder_RootMeanSquared
##   [1,]                              0.8118521
##   [2,]                              0.8199980
##   [3,]                              0.8378105
##   [4,]                              0.8173002
##   [5,]                              0.8282797
##   [6,]                              0.8641838
##   [7,]                              0.7755365
##   [8,]                              0.7977463
##   [9,]                              0.8369737
##  [10,]                              0.8183869
##  [11,]                              0.8821463
##  [12,]                              0.8426986
##  [13,]                              0.8167953
##  [14,]                              0.9051606
##  [15,]                              0.7708221
##  [16,]                              0.8503392
##  [17,]                              0.8539528
##  [18,]                              0.8323113
##  [19,]                              0.8200717
##  [20,]                              0.8322655
##  [21,]                              0.7854655
##  [22,]                              0.8289127
##  [23,]                              0.8141550
##  [24,]                              0.7414775
##  [25,]                              0.8089746
##  [26,]                              0.7952489
##  [27,]                              0.8019030
##  [28,]                              0.7858321
##  [29,]                              0.8002355
##  [30,]                              0.8183703
##  [31,]                              0.8403523
##  [32,]                              0.8694738
##  [33,]                              0.8359047
##  [34,]                              0.7931280
##  [35,]                              0.7821202
##  [36,]                              0.8163297
##  [37,]                              0.7905334
##  [38,]                              0.7608877
##  [39,]                              0.8169956
##  [40,]                              0.8134239
##  [41,]                              0.8307954
##  [42,]                              0.9294969
##  [43,]                              0.8873390
##  [44,]                              0.7656870
##  [45,]                              0.8190579
##  [46,]                              0.8262918
##  [47,]                              0.8363323
##  [48,]                              0.8167014
##  [49,]                              0.7742686
##  [50,]                              0.8527645
##  [51,]                              0.7473473
##  [52,]                              0.8191188
##  [53,]                              0.8597576
##  [54,]                              0.8070366
##  [55,]                              0.6751726
##  [56,]                              0.8315305
##  [57,]                              0.7996680
##  [58,]                              0.7739453
##  [59,]                              0.8243448
##  [60,]                              0.8197114
##  [61,]                              0.7771489
##  [62,]                              0.8298364
##  [63,]                              0.8279067
##  [64,]                              0.8241349
##  [65,]                              0.7855332
##  [66,]                              0.7877055
##  [67,]                              0.8219102
##  [68,]                              0.7809915
##  [69,]                              0.8006778
##  [70,]                              0.8157206
##  [71,]                              0.8013185
##  [72,]                              0.8194531
##  [73,]                              0.7497457
##  [74,]                              0.3001308
##  [75,]                              0.8095919
##  [76,]                              0.5835073
##  [77,]                              0.7987754
##  [78,]                              0.7711233
##  [79,]                              0.8044806
##  [80,]                              0.8169393
##  [81,]                              0.8493163
##  [82,]                              0.8185873
##  [83,]                              0.2718735
##  [84,]                              0.8329841
##  [85,]                              0.8015162
##  [86,]                              0.8046705
##  [87,]                              0.8320715
##  [88,]                              0.7923592
##  [89,]                              0.8278208
##  [90,]                              0.6389778
##  [91,]                              0.7923957
##  [92,]                              0.2988207
##  [93,]                              0.7975279
##  [94,]                              0.6519222
##  [95,]                              0.8107011
##  [96,]                              0.8242896
##  [97,]                              0.6378107
##  [98,]                              0.8284916
##  [99,]                              0.8382996
## [100,]                              0.8106929
## [101,]                              0.7586937
## [102,]                              0.6636864
## [103,]                              0.8163756
## [104,]                              0.7817834
## [105,]                              0.8321141
## [106,]                              0.8562617
## [107,]                              0.9171376
## [108,]                              0.7630692
## [109,]                              0.7900912
## [110,]                              0.6912840
## [111,]                              0.8034859
## [112,]                              0.8259310
## [113,]                              0.7970551
## [114,]                              0.7967517
## [115,]                              0.7067613
## [116,]                              0.8927441
## [117,]                              0.8200365
## [118,]                              0.7674661
## [119,]                              0.7956960
## [120,]                              0.8046352
## [121,]                              0.8200748
## [122,]                              0.7999352
## [123,]                              0.8221281
## [124,]                              0.8280554
## [125,]                              0.6258464
## [126,]                              0.8080255
## [127,]                              0.8085887
## [128,]                              0.8010081
## [129,]                              0.7368625
## [130,]                              0.7315539
## [131,]                              0.5737401
## [132,]                              0.5880461
## [133,]                              0.8401371
## [134,]                              0.8783158
## [135,]                              0.6610089
## [136,]                              0.7572359
## [137,]                              0.8575147
## [138,]                              0.6842666
## [139,]                              0.8555388
## [140,]                              0.7997245
## [141,]                              0.7838992
## [142,]                              0.7517563
## [143,]                              0.4616655
## [144,]                              0.8033638
## [145,]                              0.9097368
## [146,]                              0.8316764
## [147,]                              0.8358507
## [148,]                              0.8360723
## [149,]                              0.8281186
## [150,]                              0.7893164
## [151,]                              0.7667148
## [152,]                              0.8615634
## [153,]                              0.7456305
## [154,]                              0.8279977
## [155,]                              0.7645100
## [156,]                              0.8293194
## [157,]                              0.7622282
## [158,]                              0.9808291
## [159,]                              0.8128420
## [160,]                              0.8446673
## [161,]                              0.7997340
## [162,]                              0.8743980
## [163,]                              0.8620595
## [164,]                              0.8090438
## [165,]                              0.8459719
## [166,]                              0.9866376
## [167,]                              0.8471941
## [168,]                              0.7084401
## [169,]                              0.8567124
## [170,]                              0.9021429
## [171,]                              0.8026076
## [172,]                              0.7954652
## [173,]                              0.8068738
## [174,]                              0.8291687
## [175,]                              0.7911142
## [176,]                              0.8376993
## [177,]                              0.7716944
## [178,]                              0.8153163
## [179,]                              1.0000000
## [180,]                              0.7948871
## [181,]                              0.8680201
## [182,]                              0.8218950
## [183,]                              0.8431052
## [184,]                              0.8499392
## [185,]                              0.7095399
## [186,]                              0.7685803
## [187,]                              0.8383074
## [188,]                              0.8324388
## [189,]                              0.7827440
## [190,]                              0.8528224
## [191,]                              0.8384152
## [192,]                              0.8101219
## [193,]                              0.8112677
## [194,]                              0.8574972
## [195,]                              0.7871006
## [196,]                              0.7771342
## [197,]                              0.8351670
## [198,]                              0.8635046
## [199,]                              0.7828515
## [200,]                              0.8258920
## [201,]                              0.8255532
## [202,]                              0.8623547
## [203,]                              0.7328438
## [204,]                              0.8915825
## [205,]                              0.8124635
## [206,]                              0.8196761
## [207,]                              0.8315875
## [208,]                              0.7708181
## [209,]                              0.8750952
## [210,]                              0.8039997
## [211,]                              0.7837567
## [212,]                              0.8150308
## [213,]                              0.8762191
## [214,]                              0.8386183
## [215,]                              0.7600856
## [216,]                              0.8191023
## [217,]                              0.7935140
## [218,]                              0.7683698
## [219,]                              0.8412102
## [220,]                              0.9061573
## [221,]                              0.8233189
## [222,]                              0.7621326
## [223,]                              0.8190146
## [224,]                              0.7194731
## [225,]                              0.7007337
## [226,]                              0.7971404
## [227,]                              0.7988208
## [228,]                              0.7727031
## [229,]                              0.8526346
## [230,]                              0.8185006
## [231,]                              0.8015007
## [232,]                              0.7773175
## [233,]                              0.8799228
## [234,]                              0.8727718
## [235,]                              0.7512759
## [236,]                              0.7484088
## [237,]                              0.7097269
## [238,]                              0.9845238
## [239,]                              0.7913517
## [240,]                              0.6785962
## [241,]                              0.7841871
## [242,]                              0.8435541
## [243,]                              0.8131938
## [244,]                              0.8001981
## [245,]                              0.8506558
## [246,]                              0.8038453
## [247,]                              0.8050028
## [248,]                              0.1961286
## [249,]                              0.0000000
## [250,]                              0.8234405
## [251,]                              0.7577756
## [252,]                              0.7947347
## [253,]                              0.8503053
## [254,]                              0.1161712
## [255,]                              0.7838433
## [256,]                              0.8017049
## [257,]                              0.8193397
## [258,]                              0.8079151
## [259,]                              0.7469377
## [260,]                              0.8077100
## [261,]                              0.8102789
## [262,]                              0.7996352
## [263,]                              0.8404753
## [264,]                              0.7764524
## [265,]                              0.8011387
## [266,]                              0.7573704
## [267,]                              0.8107955
## [268,]                              0.8225913
## [269,]                              0.8149509
## [270,]                              0.8049109
## [271,]                              0.3449559
## [272,]                              0.7826617
## [273,]                              0.8139712
## [274,]                              0.7494178
## [275,]                              0.8010431
## [276,]                              0.7660445
## [277,]                              0.8083646
## [278,]                              0.7518370
## [279,]                              0.7725772
## [280,]                              0.7072119
## [281,]                              0.7518827
## [282,]                              0.9092533
## [283,]                              0.8004763
## [284,]                              0.7135125
## [285,]                              0.7702921
## [286,]                              0.7222514
## [287,]                              0.5721304
## [288,]                              0.6778741
## [289,]                              0.7891610
## [290,]                              0.7212973
## [291,]                              0.7485299
## [292,]                              0.7968483
## [293,]                              0.8671728
## [294,]                              0.8131405
## [295,]                              0.8121827
## [296,]                              0.7284122
## [297,]                              0.7483256
## [298,]                              0.8284500
## [299,]                              0.8142392
## [300,]                              0.8468520
## [301,]                              0.8050368
## [302,]                              0.7858307
## [303,]                              0.7515265
## [304,]                              0.8144326
## [305,]                              0.7257758
## [306,]                              0.5982949
## [307,]                              0.7829234
## [308,]                              0.8018308
## [309,]                              0.6517652
## [310,]                              0.8104412
## [311,]                              0.7949570
## [312,]                              0.7909373
## [313,]                              0.6665431
## [314,]                              0.7145172
## [315,]                              0.7523379
## [316,]                              0.7756434
## [317,]                              0.6602434
## [318,]                              0.7914396
## [319,]                              0.7638126
## [320,]                              0.7654897
## [321,]                              0.6786492
## [322,]                              0.8120604
## [323,]                              0.7526800
## [324,]                              0.6354545
## [325,]                              0.7966333
## [326,]                              0.8040031
## [327,]                              0.5543962
## [328,]                              0.7319796
## [329,]                              0.7619096
## [330,]                              0.5829308
## [331,]                              0.7913121
## [332,]                              0.7631589
## [333,]                              0.7898192
## [334,]                              0.7819943
## [335,]                              0.7982551
## [336,]                              0.8185685
## [337,]                              0.8335828
## [338,]                              0.7924966
## [339,]                              0.7999721
## [340,]                              0.7718021
## [341,]                              0.7352843
## [342,]                              0.7750705
## [343,]                              0.7220507
## [344,]                              0.8479851
## [345,]                              0.7874475
## [346,]                              0.7645828
## [347,]                              0.7776843
## [348,]                              0.7712223
## [349,]                              0.8121598
## [350,]                              0.8151909
## [351,]                              0.8054588
## [352,]                              0.6316290
## [353,]                              0.8158128
## [354,]                              0.7798804
## [355,]                              0.6110440
## [356,]                              0.6599393
## [357,]                              0.7901682
## [358,]                              0.7724755
## [359,]                              0.8064197
## [360,]                              0.8451124
## [361,]                              0.7603884
## [362,]                              0.8363994
## [363,]                              0.8158606
## [364,]                              0.8229340
## [365,]                              0.7658555
## [366,]                              0.8136259
## [367,]                              0.7211158
## [368,]                              0.7623843
## [369,]                              0.8170678
## [370,]                              0.7021389
## [371,]                              0.4514798
## [372,]                              0.7232640
## [373,]                              0.7825575
## [374,]                              0.7780419
## [375,]                              0.7809053
## [376,]                              0.7600575
## [377,]                              0.7605674
##        wavelet.LHL_gldm_DependenceVariance
##   [1,]                         0.366189418
##   [2,]                         0.412522527
##   [3,]                         0.196159739
##   [4,]                         0.281513440
##   [5,]                         0.327016595
##   [6,]                         0.256379110
##   [7,]                         0.593272734
##   [8,]                         0.313685466
##   [9,]                         0.240015530
##  [10,]                         0.356621173
##  [11,]                         0.163976351
##  [12,]                         0.351430142
##  [13,]                         0.387980999
##  [14,]                         0.059387027
##  [15,]                         0.370940800
##  [16,]                         0.206658051
##  [17,]                         0.273020393
##  [18,]                         0.459789730
##  [19,]                         0.501706615
##  [20,]                         0.370106547
##  [21,]                         0.216606806
##  [22,]                         0.506377536
##  [23,]                         0.531148291
##  [24,]                         0.457462095
##  [25,]                         0.609970116
##  [26,]                         0.540680114
##  [27,]                         0.889496530
##  [28,]                         0.717621726
##  [29,]                         0.720732183
##  [30,]                         0.511795896
##  [31,]                         0.678828398
##  [32,]                         0.252516998
##  [33,]                         0.619545392
##  [34,]                         0.457729600
##  [35,]                         0.544352564
##  [36,]                         0.553512152
##  [37,]                         0.633530051
##  [38,]                         0.583337685
##  [39,]                         0.616029958
##  [40,]                         0.325863949
##  [41,]                         0.460675576
##  [42,]                         0.048500298
##  [43,]                         0.218767950
##  [44,]                         0.558327080
##  [45,]                         0.320766508
##  [46,]                         0.366002802
##  [47,]                         0.699577909
##  [48,]                         0.482944998
##  [49,]                         0.355029899
##  [50,]                         0.340724882
##  [51,]                         0.774800059
##  [52,]                         0.370215196
##  [53,]                         0.098082962
##  [54,]                         0.414861214
##  [55,]                         0.530610801
##  [56,]                         0.779914256
##  [57,]                         0.542043128
##  [58,]                         0.473740459
##  [59,]                         0.278420639
##  [60,]                         0.488889001
##  [61,]                         0.588722907
##  [62,]                         0.127304160
##  [63,]                         0.566104591
##  [64,]                         0.471952876
##  [65,]                         0.669645185
##  [66,]                         0.237200149
##  [67,]                         0.480204337
##  [68,]                         0.267752329
##  [69,]                         0.351962047
##  [70,]                         0.420898997
##  [71,]                         0.241331751
##  [72,]                         0.505633025
##  [73,]                         0.639588290
##  [74,]                         0.043936642
##  [75,]                         0.463518178
##  [76,]                         0.008996976
##  [77,]                         0.578016003
##  [78,]                         0.623284778
##  [79,]                         0.688430470
##  [80,]                         0.581450049
##  [81,]                         0.695914842
##  [82,]                         0.304501147
##  [83,]                         0.086378181
##  [84,]                         0.458983246
##  [85,]                         0.512848458
##  [86,]                         0.127381009
##  [87,]                         0.264359193
##  [88,]                         0.541038921
##  [89,]                         0.237184466
##  [90,]                         0.167823882
##  [91,]                         0.744589069
##  [92,]                         0.464604005
##  [93,]                         0.230331543
##  [94,]                         0.122218335
##  [95,]                         0.654438223
##  [96,]                         0.285502227
##  [97,]                         0.156012119
##  [98,]                         0.229379967
##  [99,]                         0.204575557
## [100,]                         0.620608936
## [101,]                         0.282513539
## [102,]                         0.043666249
## [103,]                         0.308337837
## [104,]                         0.446009078
## [105,]                         0.215513111
## [106,]                         0.543351117
## [107,]                         0.488488977
## [108,]                         0.206045588
## [109,]                         0.058515261
## [110,]                         0.116936376
## [111,]                         0.366402835
## [112,]                         0.294682594
## [113,]                         0.188050028
## [114,]                         0.273795619
## [115,]                         0.238525440
## [116,]                         0.739772252
## [117,]                         0.455389140
## [118,]                         0.121848496
## [119,]                         0.291947065
## [120,]                         0.326064968
## [121,]                         0.122341327
## [122,]                         0.383454393
## [123,]                         0.293373094
## [124,]                         0.143698707
## [125,]                         0.397916555
## [126,]                         0.330058202
## [127,]                         0.246193235
## [128,]                         0.521802918
## [129,]                         0.314947761
## [130,]                         0.725986268
## [131,]                         0.132497136
## [132,]                         0.675371766
## [133,]                         0.561945758
## [134,]                         0.064651042
## [135,]                         0.098048803
## [136,]                         0.529863985
## [137,]                         0.172492021
## [138,]                         0.243124799
## [139,]                         0.301185017
## [140,]                         0.215804386
## [141,]                         0.248248847
## [142,]                         0.376920680
## [143,]                         0.091855205
## [144,]                         0.595013924
## [145,]                         0.050873262
## [146,]                         0.119046253
## [147,]                         0.181196864
## [148,]                         0.624814846
## [149,]                         0.234356882
## [150,]                         0.424258089
## [151,]                         0.081026687
## [152,]                         0.478401284
## [153,]                         0.026515605
## [154,]                         0.510780210
## [155,]                         0.032052108
## [156,]                         0.133467384
## [157,]                         0.350821659
## [158,]                         0.237611570
## [159,]                         0.572505488
## [160,]                         0.131319015
## [161,]                         0.363715397
## [162,]                         0.055421433
## [163,]                         0.093793670
## [164,]                         0.186981767
## [165,]                         0.185647813
## [166,]                         0.008461042
## [167,]                         0.176485667
## [168,]                         0.033928214
## [169,]                         0.077791885
## [170,]                         0.146591145
## [171,]                         0.115708226
## [172,]                         0.287906209
## [173,]                         0.555504996
## [174,]                         0.140728622
## [175,]                         0.217754818
## [176,]                         0.352852810
## [177,]                         0.116542358
## [178,]                         0.117980536
## [179,]                         0.000000000
## [180,]                         0.507866719
## [181,]                         0.199437460
## [182,]                         0.281487658
## [183,]                         0.243862694
## [184,]                         0.099218192
## [185,]                         0.237538911
## [186,]                         0.065100916
## [187,]                         0.157801259
## [188,]                         0.041615929
## [189,]                         0.054464181
## [190,]                         0.199947299
## [191,]                         0.120376747
## [192,]                         0.438412122
## [193,]                         0.176500890
## [194,]                         0.087874839
## [195,]                         0.400167075
## [196,]                         0.295790719
## [197,]                         0.197758122
## [198,]                         0.089355490
## [199,]                         0.273163370
## [200,]                         0.223957846
## [201,]                         0.080573688
## [202,]                         0.095163847
## [203,]                         0.157378711
## [204,]                         0.144791406
## [205,]                         0.324314617
## [206,]                         0.078950403
## [207,]                         0.135511938
## [208,]                         0.210823140
## [209,]                         0.226979014
## [210,]                         0.256264680
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## [212,]                         0.331950720
## [213,]                         0.169560678
## [214,]                         0.443453384
## [215,]                         0.349883815
## [216,]                         0.198144279
## [217,]                         0.398974366
## [218,]                         0.278830568
## [219,]                         0.337242031
## [220,]                         0.182867957
## [221,]                         0.277846453
## [222,]                         0.130525024
## [223,]                         0.087195913
## [224,]                         0.273617321
## [225,]                         0.620010736
## [226,]                         0.299363539
## [227,]                         0.386274910
## [228,]                         0.324453947
## [229,]                         0.264338145
## [230,]                         0.502668857
## [231,]                         0.223320466
## [232,]                         0.282787767
## [233,]                         0.300131620
## [234,]                         0.201981449
## [235,]                         0.137019203
## [236,]                         0.523632391
## [237,]                         0.266150254
## [238,]                         0.173247076
## [239,]                         0.357992732
## [240,]                         0.268444770
## [241,]                         0.796760372
## [242,]                         0.448369324
## [243,]                         0.240572342
## [244,]                         0.263858500
## [245,]                         0.271054522
## [246,]                         0.575220569
## [247,]                         0.119690262
## [248,]                         0.101100171
## [249,]                         0.107303588
## [250,]                         0.561218931
## [251,]                         0.251671282
## [252,]                         0.175424543
## [253,]                         0.279090727
## [254,]                         0.058354602
## [255,]                         0.278538880
## [256,]                         0.480274837
## [257,]                         0.438415563
## [258,]                         0.672911996
## [259,]                         0.427988160
## [260,]                         0.431867588
## [261,]                         0.164947615
## [262,]                         0.413210343
## [263,]                         0.301562151
## [264,]                         0.263734985
## [265,]                         0.280589700
## [266,]                         0.263495951
## [267,]                         0.384115077
## [268,]                         0.415500471
## [269,]                         0.238309311
## [270,]                         0.117153409
## [271,]                         0.094037054
## [272,]                         0.402141890
## [273,]                         0.266011752
## [274,]                         0.033322573
## [275,]                         0.180520809
## [276,]                         0.294381615
## [277,]                         0.250642370
## [278,]                         0.681116360
## [279,]                         0.330244384
## [280,]                         0.380987330
## [281,]                         0.585738294
## [282,]                         0.496468759
## [283,]                         0.419424815
## [284,]                         0.660015358
## [285,]                         0.390467710
## [286,]                         0.356668469
## [287,]                         0.108552143
## [288,]                         0.061759655
## [289,]                         0.730999438
## [290,]                         0.733588598
## [291,]                         0.351767628
## [292,]                         0.293504687
## [293,]                         0.063558396
## [294,]                         0.159941581
## [295,]                         0.246413845
## [296,]                         0.584186361
## [297,]                         0.305016190
## [298,]                         0.157901652
## [299,]                         0.256776692
## [300,]                         0.246507834
## [301,]                         0.094287506
## [302,]                         0.291589496
## [303,]                         0.369624398
## [304,]                         0.296167788
## [305,]                         0.057642566
## [306,]                         0.027846385
## [307,]                         0.440866310
## [308,]                         0.203242861
## [309,]                         0.220024688
## [310,]                         0.407047766
## [311,]                         0.539089622
## [312,]                         0.242959340
## [313,]                         0.579885527
## [314,]                         0.945188078
## [315,]                         0.412584638
## [316,]                         0.696501504
## [317,]                         0.309721127
## [318,]                         0.516607571
## [319,]                         0.759762917
## [320,]                         0.420128754
## [321,]                         0.444971028
## [322,]                         0.321909675
## [323,]                         1.000000000
## [324,]                         0.609498580
## [325,]                         0.243314890
## [326,]                         0.592177282
## [327,]                         0.168081599
## [328,]                         0.513453282
## [329,]                         0.252839872
## [330,]                         0.017497686
## [331,]                         0.414827390
## [332,]                         0.517260246
## [333,]                         0.718599617
## [334,]                         0.683861078
## [335,]                         0.685130952
## [336,]                         0.777332392
## [337,]                         0.489774978
## [338,]                         0.628708260
## [339,]                         0.495925083
## [340,]                         0.910341834
## [341,]                         0.160037244
## [342,]                         0.661244231
## [343,]                         0.168971251
## [344,]                         0.174058054
## [345,]                         0.498787426
## [346,]                         0.189030554
## [347,]                         0.437915795
## [348,]                         0.931538050
## [349,]                         0.337396799
## [350,]                         0.101937141
## [351,]                         0.593669528
## [352,]                         0.486665008
## [353,]                         0.622073882
## [354,]                         0.519073884
## [355,]                         0.241724071
## [356,]                         0.065369314
## [357,]                         0.744320816
## [358,]                         0.842999056
## [359,]                         0.667071031
## [360,]                         0.260631147
## [361,]                         0.472453760
## [362,]                         0.546070021
## [363,]                         0.242432685
## [364,]                         0.239973698
## [365,]                         0.445872735
## [366,]                         0.389675020
## [367,]                         0.435311626
## [368,]                         0.876673473
## [369,]                         0.178325262
## [370,]                         0.549656477
## [371,]                         0.084363663
## [372,]                         0.882025055
## [373,]                         0.695992440
## [374,]                         0.562188238
## [375,]                         0.724712388
## [376,]                         0.610848417
## [377,]                         0.641753063
## 
## Slot "notNA":
##           age original_shape_VoxelVolume wavelet.HHL_glcm_ClusterProminence
## LUNG1-001   1                          1                                  1
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## LUNG1-240   1                          1                                  1
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## LUNG1-244   1                          1                                  1
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## LUNG1-274   1                          1                                  1
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## LUNG1-345   1                          1                                  1
## LUNG1-346   1                          1                                  1
## LUNG1-347   1                          1                                  1
## LUNG1-348   1                          1                                  1
## LUNG1-349   1                          1                                  1
## LUNG1-350   1                          1                                  1
## LUNG1-351   1                          1                                  1
## LUNG1-352   1                          1                                  1
## LUNG1-354   1                          1                                  1
## LUNG1-355   1                          1                                  1
## LUNG1-356   1                          1                                  1
## LUNG1-357   1                          1                                  1
## LUNG1-358   1                          1                                  1
## LUNG1-359   1                          1                                  1
## LUNG1-360   1                          1                                  1
## LUNG1-361   1                          1                                  1
## LUNG1-362   1                          1                                  1
## LUNG1-363   1                          1                                  1
## LUNG1-364   1                          1                                  1
## LUNG1-365   1                          1                                  1
## LUNG1-366   1                          1                                  1
## LUNG1-367   1                          1                                  1
## LUNG1-368   1                          1                                  1
## LUNG1-369   1                          1                                  1
## LUNG1-370   1                          1                                  1
## LUNG1-371   1                          1                                  1
## LUNG1-372   1                          1                                  1
## LUNG1-373   1                          1                                  1
## LUNG1-374   1                          1                                  1
## LUNG1-375   1                          1                                  1
## LUNG1-376   1                          1                                  1
## LUNG1-377   1                          1                                  1
## LUNG1-378   1                          1                                  1
## LUNG1-379   1                          1                                  1
## LUNG1-380   1                          1                                  1
## LUNG1-381   1                          1                                  1
## LUNG1-382   1                          1                                  1
## LUNG1-383   1                          1                                  1
## LUNG1-384   1                          1                                  1
## LUNG1-385   1                          1                                  1
## LUNG1-386   1                          1                                  1
## LUNG1-387   1                          1                                  1
## LUNG1-388   1                          1                                  1
## LUNG1-389   1                          1                                  1
## LUNG1-390   1                          1                                  1
## LUNG1-391   1                          1                                  1
## LUNG1-392   1                          1                                  1
## LUNG1-393   1                          1                                  1
## LUNG1-395   1                          1                                  1
## LUNG1-396   1                          1                                  1
## LUNG1-397   1                          1                                  1
## LUNG1-398   1                          1                                  1
## LUNG1-399   1                          1                                  1
## LUNG1-400   1                          1                                  1
## LUNG1-401   1                          1                                  1
## LUNG1-403   1                          1                                  1
## LUNG1-404   1                          1                                  1
## LUNG1-405   1                          1                                  1
## LUNG1-406   1                          1                                  1
## LUNG1-407   1                          1                                  1
## LUNG1-408   1                          1                                  1
## LUNG1-409   1                          1                                  1
## LUNG1-410   1                          1                                  1
## LUNG1-411   1                          1                                  1
## LUNG1-412   1                          1                                  1
## LUNG1-413   1                          1                                  1
## LUNG1-414   1                          1                                  1
## LUNG1-415   1                          1                                  1
## LUNG1-416   1                          1                                  1
## LUNG1-417   1                          1                                  1
## LUNG1-418   1                          1                                  1
## LUNG1-419   1                          1                                  1
## LUNG1-420   1                          1                                  1
## LUNG1-421   1                          1                                  1
##           log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis
## LUNG1-001                                                       1
## LUNG1-002                                                       1
## LUNG1-003                                                       1
## LUNG1-004                                                       1
## LUNG1-005                                                       1
## LUNG1-006                                                       1
## LUNG1-007                                                       1
## LUNG1-008                                                       1
## LUNG1-009                                                       1
## LUNG1-010                                                       1
## LUNG1-011                                                       1
## LUNG1-012                                                       1
## LUNG1-013                                                       1
## LUNG1-014                                                       1
## LUNG1-015                                                       1
## LUNG1-016                                                       1
## LUNG1-017                                                       1
## LUNG1-018                                                       1
## LUNG1-019                                                       1
## LUNG1-022                                                       1
## LUNG1-024                                                       1
## LUNG1-025                                                       1
## LUNG1-026                                                       1
## LUNG1-029                                                       1
## LUNG1-030                                                       1
## LUNG1-031                                                       1
## LUNG1-032                                                       1
## LUNG1-033                                                       1
## LUNG1-034                                                       1
## LUNG1-035                                                       1
## LUNG1-036                                                       1
## LUNG1-037                                                       1
## LUNG1-038                                                       1
## LUNG1-040                                                       1
## LUNG1-041                                                       1
## LUNG1-042                                                       1
## LUNG1-043                                                       1
## LUNG1-045                                                       1
## LUNG1-046                                                       1
## LUNG1-047                                                       1
## LUNG1-048                                                       1
## LUNG1-049                                                       1
## LUNG1-050                                                       1
## LUNG1-051                                                       1
## LUNG1-052                                                       1
## LUNG1-053                                                       1
## LUNG1-054                                                       1
## LUNG1-055                                                       1
## LUNG1-057                                                       1
## LUNG1-058                                                       1
## LUNG1-059                                                       1
## LUNG1-060                                                       1
## LUNG1-061                                                       1
## LUNG1-062                                                       1
## LUNG1-063                                                       1
## LUNG1-064                                                       1
## LUNG1-065                                                       1
## LUNG1-067                                                       1
## LUNG1-068                                                       1
## LUNG1-070                                                       1
## LUNG1-071                                                       1
## LUNG1-072                                                       1
## LUNG1-073                                                       1
## LUNG1-074                                                       1
## LUNG1-075                                                       1
## LUNG1-076                                                       1
## LUNG1-077                                                       1
## LUNG1-078                                                       1
## LUNG1-079                                                       1
## LUNG1-081                                                       1
## LUNG1-082                                                       1
## LUNG1-084                                                       1
## LUNG1-085                                                       1
## LUNG1-086                                                       1
## LUNG1-088                                                       1
## LUNG1-089                                                       1
## LUNG1-091                                                       1
## LUNG1-092                                                       1
## LUNG1-093                                                       1
## LUNG1-095                                                       1
## LUNG1-096                                                       1
## LUNG1-097                                                       1
## LUNG1-098                                                       1
## LUNG1-099                                                       1
## LUNG1-101                                                       1
## LUNG1-102                                                       1
## LUNG1-103                                                       1
## LUNG1-104                                                       1
## LUNG1-105                                                       1
## LUNG1-106                                                       1
## LUNG1-107                                                       1
## LUNG1-108                                                       1
## LUNG1-109                                                       1
## LUNG1-110                                                       1
## LUNG1-112                                                       1
## LUNG1-113                                                       1
## LUNG1-114                                                       1
## LUNG1-115                                                       1
## LUNG1-116                                                       1
## LUNG1-117                                                       1
## LUNG1-118                                                       1
## LUNG1-119                                                       1
## LUNG1-120                                                       1
## LUNG1-121                                                       1
## LUNG1-122                                                       1
## LUNG1-123                                                       1
## LUNG1-124                                                       1
## LUNG1-125                                                       1
## LUNG1-126                                                       1
## LUNG1-127                                                       1
## LUNG1-129                                                       1
## LUNG1-130                                                       1
## LUNG1-131                                                       1
## LUNG1-132                                                       1
## LUNG1-134                                                       1
## LUNG1-135                                                       1
## LUNG1-137                                                       1
## LUNG1-139                                                       1
## LUNG1-140                                                       1
## LUNG1-141                                                       1
## LUNG1-142                                                       1
## LUNG1-143                                                       1
## LUNG1-144                                                       1
## LUNG1-145                                                       1
## LUNG1-146                                                       1
## LUNG1-147                                                       1
## LUNG1-148                                                       1
## LUNG1-149                                                       1
## LUNG1-150                                                       1
## LUNG1-151                                                       1
## LUNG1-152                                                       1
## LUNG1-153                                                       1
## LUNG1-155                                                       1
## LUNG1-156                                                       1
## LUNG1-158                                                       1
## LUNG1-159                                                       1
## LUNG1-160                                                       1
## LUNG1-162                                                       1
## LUNG1-163                                                       1
## LUNG1-164                                                       1
## LUNG1-165                                                       1
## LUNG1-166                                                       1
## LUNG1-167                                                       1
## LUNG1-168                                                       1
## LUNG1-169                                                       1
## LUNG1-170                                                       1
## LUNG1-172                                                       1
## LUNG1-173                                                       1
## LUNG1-174                                                       1
## LUNG1-175                                                       1
## LUNG1-176                                                       1
## LUNG1-177                                                       1
## LUNG1-178                                                       1
## LUNG1-179                                                       1
## LUNG1-180                                                       1
## LUNG1-181                                                       1
## LUNG1-182                                                       1
## LUNG1-183                                                       1
## LUNG1-184                                                       1
## LUNG1-186                                                       1
## LUNG1-187                                                       1
## LUNG1-188                                                       1
## LUNG1-189                                                       1
## LUNG1-190                                                       1
## LUNG1-191                                                       1
## LUNG1-192                                                       1
## LUNG1-193                                                       1
## LUNG1-195                                                       1
## LUNG1-196                                                       1
## LUNG1-197                                                       1
## LUNG1-198                                                       1
## LUNG1-199                                                       1
## LUNG1-200                                                       1
## LUNG1-201                                                       1
## LUNG1-202                                                       1
## LUNG1-203                                                       1
## LUNG1-204                                                       1
## LUNG1-205                                                       1
## LUNG1-206                                                       1
## LUNG1-207                                                       1
## LUNG1-208                                                       1
## LUNG1-209                                                       1
## LUNG1-210                                                       1
## LUNG1-211                                                       1
## LUNG1-212                                                       1
## LUNG1-213                                                       1
## LUNG1-214                                                       1
## LUNG1-215                                                       1
## LUNG1-216                                                       1
## LUNG1-217                                                       1
## LUNG1-218                                                       1
## LUNG1-219                                                       1
## LUNG1-220                                                       1
## LUNG1-221                                                       1
## LUNG1-222                                                       1
## LUNG1-223                                                       1
## LUNG1-224                                                       1
## LUNG1-225                                                       1
## LUNG1-226                                                       1
## LUNG1-227                                                       1
## LUNG1-228                                                       1
## LUNG1-229                                                       1
## LUNG1-230                                                       1
## LUNG1-231                                                       1
## LUNG1-232                                                       1
## LUNG1-233                                                       1
## LUNG1-234                                                       1
## LUNG1-235                                                       1
## LUNG1-236                                                       1
## LUNG1-237                                                       1
## LUNG1-238                                                       1
## LUNG1-239                                                       1
## LUNG1-240                                                       1
## LUNG1-242                                                       1
## LUNG1-243                                                       1
## LUNG1-244                                                       1
## LUNG1-245                                                       1
## LUNG1-247                                                       1
## LUNG1-248                                                       1
## LUNG1-250                                                       1
## LUNG1-251                                                       1
## LUNG1-252                                                       1
## LUNG1-253                                                       1
## LUNG1-254                                                       1
## LUNG1-256                                                       1
## LUNG1-257                                                       1
## LUNG1-258                                                       1
## LUNG1-259                                                       1
## LUNG1-261                                                       1
## LUNG1-262                                                       1
## LUNG1-263                                                       1
## LUNG1-264                                                       1
## LUNG1-265                                                       1
## LUNG1-266                                                       1
## LUNG1-267                                                       1
## LUNG1-268                                                       1
## LUNG1-269                                                       1
## LUNG1-270                                                       1
## LUNG1-271                                                       1
## LUNG1-272                                                       1
## LUNG1-273                                                       1
## LUNG1-274                                                       1
## LUNG1-275                                                       1
## LUNG1-276                                                       1
## LUNG1-277                                                       1
## LUNG1-279                                                       1
## LUNG1-280                                                       1
## LUNG1-281                                                       1
## LUNG1-282                                                       1
## LUNG1-283                                                       1
## LUNG1-284                                                       1
## LUNG1-285                                                       1
## LUNG1-286                                                       1
## LUNG1-288                                                       1
## LUNG1-289                                                       1
## LUNG1-290                                                       1
## LUNG1-291                                                       1
## LUNG1-292                                                       1
## LUNG1-293                                                       1
## LUNG1-294                                                       1
## LUNG1-295                                                       1
## LUNG1-296                                                       1
## LUNG1-297                                                       1
## LUNG1-298                                                       1
## LUNG1-299                                                       1
## LUNG1-300                                                       1
## LUNG1-301                                                       1
## LUNG1-302                                                       1
## LUNG1-303                                                       1
## LUNG1-304                                                       1
## LUNG1-307                                                       1
## LUNG1-308                                                       1
## LUNG1-310                                                       1
## LUNG1-311                                                       1
## LUNG1-312                                                       1
## LUNG1-313                                                       1
## LUNG1-314                                                       1
## LUNG1-316                                                       1
## LUNG1-317                                                       1
## LUNG1-318                                                       1
## LUNG1-319                                                       1
## LUNG1-320                                                       1
## LUNG1-321                                                       1
## LUNG1-322                                                       1
## LUNG1-323                                                       1
## LUNG1-324                                                       1
## LUNG1-325                                                       1
## LUNG1-326                                                       1
## LUNG1-327                                                       1
## LUNG1-329                                                       1
## LUNG1-330                                                       1
## LUNG1-331                                                       1
## LUNG1-333                                                       1
## LUNG1-334                                                       1
## LUNG1-335                                                       1
## LUNG1-336                                                       1
## LUNG1-337                                                       1
## LUNG1-339                                                       1
## LUNG1-340                                                       1
## LUNG1-341                                                       1
## LUNG1-342                                                       1
## LUNG1-343                                                       1
## LUNG1-344                                                       1
## LUNG1-345                                                       1
## LUNG1-346                                                       1
## LUNG1-347                                                       1
## LUNG1-348                                                       1
## LUNG1-349                                                       1
## LUNG1-350                                                       1
## LUNG1-351                                                       1
## LUNG1-352                                                       1
## LUNG1-354                                                       1
## LUNG1-355                                                       1
## LUNG1-356                                                       1
## LUNG1-357                                                       1
## LUNG1-358                                                       1
## LUNG1-359                                                       1
## LUNG1-360                                                       1
## LUNG1-361                                                       1
## LUNG1-362                                                       1
## LUNG1-363                                                       1
## LUNG1-364                                                       1
## LUNG1-365                                                       1
## LUNG1-366                                                       1
## LUNG1-367                                                       1
## LUNG1-368                                                       1
## LUNG1-369                                                       1
## LUNG1-370                                                       1
## LUNG1-371                                                       1
## LUNG1-372                                                       1
## LUNG1-373                                                       1
## LUNG1-374                                                       1
## LUNG1-375                                                       1
## LUNG1-376                                                       1
## LUNG1-377                                                       1
## LUNG1-378                                                       1
## LUNG1-379                                                       1
## LUNG1-380                                                       1
## LUNG1-381                                                       1
## LUNG1-382                                                       1
## LUNG1-383                                                       1
## LUNG1-384                                                       1
## LUNG1-385                                                       1
## LUNG1-386                                                       1
## LUNG1-387                                                       1
## LUNG1-388                                                       1
## LUNG1-389                                                       1
## LUNG1-390                                                       1
## LUNG1-391                                                       1
## LUNG1-392                                                       1
## LUNG1-393                                                       1
## LUNG1-395                                                       1
## LUNG1-396                                                       1
## LUNG1-397                                                       1
## LUNG1-398                                                       1
## LUNG1-399                                                       1
## LUNG1-400                                                       1
## LUNG1-401                                                       1
## LUNG1-403                                                       1
## LUNG1-404                                                       1
## LUNG1-405                                                       1
## LUNG1-406                                                       1
## LUNG1-407                                                       1
## LUNG1-408                                                       1
## LUNG1-409                                                       1
## LUNG1-410                                                       1
## LUNG1-411                                                       1
## LUNG1-412                                                       1
## LUNG1-413                                                       1
## LUNG1-414                                                       1
## LUNG1-415                                                       1
## LUNG1-416                                                       1
## LUNG1-417                                                       1
## LUNG1-418                                                       1
## LUNG1-419                                                       1
## LUNG1-420                                                       1
## LUNG1-421                                                       1
##           log.sigma.2.0.mm.3D_glcm_Autocorrelation
## LUNG1-001                                        1
## LUNG1-002                                        1
## LUNG1-003                                        1
## LUNG1-004                                        1
## LUNG1-005                                        1
## LUNG1-006                                        1
## LUNG1-007                                        1
## LUNG1-008                                        1
## LUNG1-009                                        1
## LUNG1-010                                        1
## LUNG1-011                                        1
## LUNG1-012                                        1
## LUNG1-013                                        1
## LUNG1-014                                        1
## LUNG1-015                                        1
## LUNG1-016                                        1
## LUNG1-017                                        1
## LUNG1-018                                        1
## LUNG1-019                                        1
## LUNG1-022                                        1
## LUNG1-024                                        1
## LUNG1-025                                        1
## LUNG1-026                                        1
## LUNG1-029                                        1
## LUNG1-030                                        1
## LUNG1-031                                        1
## LUNG1-032                                        1
## LUNG1-033                                        1
## LUNG1-034                                        1
## LUNG1-035                                        1
## LUNG1-036                                        1
## LUNG1-037                                        1
## LUNG1-038                                        1
## LUNG1-040                                        1
## LUNG1-041                                        1
## LUNG1-042                                        1
## LUNG1-043                                        1
## LUNG1-045                                        1
## LUNG1-046                                        1
## LUNG1-047                                        1
## LUNG1-048                                        1
## LUNG1-049                                        1
## LUNG1-050                                        1
## LUNG1-051                                        1
## LUNG1-052                                        1
## LUNG1-053                                        1
## LUNG1-054                                        1
## LUNG1-055                                        1
## LUNG1-057                                        1
## LUNG1-058                                        1
## LUNG1-059                                        1
## LUNG1-060                                        1
## LUNG1-061                                        1
## LUNG1-062                                        1
## LUNG1-063                                        1
## LUNG1-064                                        1
## LUNG1-065                                        1
## LUNG1-067                                        1
## LUNG1-068                                        1
## LUNG1-070                                        1
## LUNG1-071                                        1
## LUNG1-072                                        1
## LUNG1-073                                        1
## LUNG1-074                                        1
## LUNG1-075                                        1
## LUNG1-076                                        1
## LUNG1-077                                        1
## LUNG1-078                                        1
## LUNG1-079                                        1
## LUNG1-081                                        1
## LUNG1-082                                        1
## LUNG1-084                                        1
## LUNG1-085                                        1
## LUNG1-086                                        1
## LUNG1-088                                        1
## LUNG1-089                                        1
## LUNG1-091                                        1
## LUNG1-092                                        1
## LUNG1-093                                        1
## LUNG1-095                                        1
## LUNG1-096                                        1
## LUNG1-097                                        1
## LUNG1-098                                        1
## LUNG1-099                                        1
## LUNG1-101                                        1
## LUNG1-102                                        1
## LUNG1-103                                        1
## LUNG1-104                                        1
## LUNG1-105                                        1
## LUNG1-106                                        1
## LUNG1-107                                        1
## LUNG1-108                                        1
## LUNG1-109                                        1
## LUNG1-110                                        1
## LUNG1-112                                        1
## LUNG1-113                                        1
## LUNG1-114                                        1
## LUNG1-115                                        1
## LUNG1-116                                        1
## LUNG1-117                                        1
## LUNG1-118                                        1
## LUNG1-119                                        1
## LUNG1-120                                        1
## LUNG1-121                                        1
## LUNG1-122                                        1
## LUNG1-123                                        1
## LUNG1-124                                        1
## LUNG1-125                                        1
## LUNG1-126                                        1
## LUNG1-127                                        1
## LUNG1-129                                        1
## LUNG1-130                                        1
## LUNG1-131                                        1
## LUNG1-132                                        1
## LUNG1-134                                        1
## LUNG1-135                                        1
## LUNG1-137                                        1
## LUNG1-139                                        1
## LUNG1-140                                        1
## LUNG1-141                                        1
## LUNG1-142                                        1
## LUNG1-143                                        1
## LUNG1-144                                        1
## LUNG1-145                                        1
## LUNG1-146                                        1
## LUNG1-147                                        1
## LUNG1-148                                        1
## LUNG1-149                                        1
## LUNG1-150                                        1
## LUNG1-151                                        1
## LUNG1-152                                        1
## LUNG1-153                                        1
## LUNG1-155                                        1
## LUNG1-156                                        1
## LUNG1-158                                        1
## LUNG1-159                                        1
## LUNG1-160                                        1
## LUNG1-162                                        1
## LUNG1-163                                        1
## LUNG1-164                                        1
## LUNG1-165                                        1
## LUNG1-166                                        1
## LUNG1-167                                        1
## LUNG1-168                                        1
## LUNG1-169                                        1
## LUNG1-170                                        1
## LUNG1-172                                        1
## LUNG1-173                                        1
## LUNG1-174                                        1
## LUNG1-175                                        1
## LUNG1-176                                        1
## LUNG1-177                                        1
## LUNG1-178                                        1
## LUNG1-179                                        1
## LUNG1-180                                        1
## LUNG1-181                                        1
## LUNG1-182                                        1
## LUNG1-183                                        1
## LUNG1-184                                        1
## LUNG1-186                                        1
## LUNG1-187                                        1
## LUNG1-188                                        1
## LUNG1-189                                        1
## LUNG1-190                                        1
## LUNG1-191                                        1
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## LUNG1-419                                        1
## LUNG1-420                                        1
## LUNG1-421                                        1
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## LUNG1-001                                                       1
## LUNG1-002                                                       1
## LUNG1-003                                                       1
## LUNG1-004                                                       1
## LUNG1-005                                                       1
## LUNG1-006                                                       1
## LUNG1-007                                                       1
## LUNG1-008                                                       1
## LUNG1-009                                                       1
## LUNG1-010                                                       1
## LUNG1-011                                                       1
## LUNG1-012                                                       1
## LUNG1-013                                                       1
## LUNG1-014                                                       1
## LUNG1-015                                                       1
## LUNG1-016                                                       1
## LUNG1-017                                                       1
## LUNG1-018                                                       1
## LUNG1-019                                                       1
## LUNG1-022                                                       1
## LUNG1-024                                                       1
## LUNG1-025                                                       1
## LUNG1-026                                                       1
## LUNG1-029                                                       1
## LUNG1-030                                                       1
## LUNG1-031                                                       1
## LUNG1-032                                                       1
## LUNG1-033                                                       1
## LUNG1-034                                                       1
## LUNG1-035                                                       1
## LUNG1-036                                                       1
## LUNG1-037                                                       1
## LUNG1-038                                                       1
## LUNG1-040                                                       1
## LUNG1-041                                                       1
## LUNG1-042                                                       1
## LUNG1-043                                                       1
## LUNG1-045                                                       1
## LUNG1-046                                                       1
## LUNG1-047                                                       1
## LUNG1-048                                                       1
## LUNG1-049                                                       1
## LUNG1-050                                                       1
## LUNG1-051                                                       1
## LUNG1-052                                                       1
## LUNG1-053                                                       1
## LUNG1-054                                                       1
## LUNG1-055                                                       1
## LUNG1-057                                                       1
## LUNG1-058                                                       1
## LUNG1-059                                                       1
## LUNG1-060                                                       1
## LUNG1-061                                                       1
## LUNG1-062                                                       1
## LUNG1-063                                                       1
## LUNG1-064                                                       1
## LUNG1-065                                                       1
## LUNG1-067                                                       1
## LUNG1-068                                                       1
## LUNG1-070                                                       1
## LUNG1-071                                                       1
## LUNG1-072                                                       1
## LUNG1-073                                                       1
## LUNG1-074                                                       1
## LUNG1-075                                                       1
## LUNG1-076                                                       1
## LUNG1-077                                                       1
## LUNG1-078                                                       1
## LUNG1-079                                                       1
## LUNG1-081                                                       1
## LUNG1-082                                                       1
## LUNG1-084                                                       1
## LUNG1-085                                                       1
## LUNG1-086                                                       1
## LUNG1-088                                                       1
## LUNG1-089                                                       1
## LUNG1-091                                                       1
## LUNG1-092                                                       1
## LUNG1-093                                                       1
## LUNG1-095                                                       1
## LUNG1-096                                                       1
## LUNG1-097                                                       1
## LUNG1-098                                                       1
## LUNG1-099                                                       1
## LUNG1-101                                                       1
## LUNG1-102                                                       1
## LUNG1-103                                                       1
## LUNG1-104                                                       1
## LUNG1-105                                                       1
## LUNG1-106                                                       1
## LUNG1-107                                                       1
## LUNG1-108                                                       1
## LUNG1-109                                                       1
## LUNG1-110                                                       1
## LUNG1-112                                                       1
## LUNG1-113                                                       1
## LUNG1-114                                                       1
## LUNG1-115                                                       1
## LUNG1-116                                                       1
## LUNG1-117                                                       1
## LUNG1-118                                                       1
## LUNG1-119                                                       1
## LUNG1-120                                                       1
## LUNG1-121                                                       1
## LUNG1-122                                                       1
## LUNG1-123                                                       1
## LUNG1-124                                                       1
## LUNG1-125                                                       1
## LUNG1-126                                                       1
## LUNG1-127                                                       1
## LUNG1-129                                                       1
## LUNG1-130                                                       1
## LUNG1-131                                                       1
## LUNG1-132                                                       1
## LUNG1-134                                                       1
## LUNG1-135                                                       1
## LUNG1-137                                                       1
## LUNG1-139                                                       1
## LUNG1-140                                                       1
## LUNG1-141                                                       1
## LUNG1-142                                                       1
## LUNG1-143                                                       1
## LUNG1-144                                                       1
## LUNG1-145                                                       1
## LUNG1-146                                                       1
## LUNG1-147                                                       1
## LUNG1-148                                                       1
## LUNG1-149                                                       1
## LUNG1-150                                                       1
## LUNG1-151                                                       1
## LUNG1-152                                                       1
## LUNG1-153                                                       1
## LUNG1-155                                                       1
## LUNG1-156                                                       1
## LUNG1-158                                                       1
## LUNG1-159                                                       1
## LUNG1-160                                                       1
## LUNG1-162                                                       1
## LUNG1-163                                                       1
## LUNG1-164                                                       1
## LUNG1-165                                                       1
## LUNG1-166                                                       1
## LUNG1-167                                                       1
## LUNG1-168                                                       1
## LUNG1-169                                                       1
## LUNG1-170                                                       1
## LUNG1-172                                                       1
## LUNG1-173                                                       1
## LUNG1-174                                                       1
## LUNG1-175                                                       1
## LUNG1-176                                                       1
## LUNG1-177                                                       1
## LUNG1-178                                                       1
## LUNG1-179                                                       1
## LUNG1-180                                                       1
## LUNG1-181                                                       1
## LUNG1-182                                                       1
## LUNG1-183                                                       1
## LUNG1-184                                                       1
## LUNG1-186                                                       1
## LUNG1-187                                                       1
## LUNG1-188                                                       1
## LUNG1-189                                                       1
## LUNG1-190                                                       1
## LUNG1-191                                                       1
## LUNG1-192                                                       1
## LUNG1-193                                                       1
## LUNG1-195                                                       1
## LUNG1-196                                                       1
## LUNG1-197                                                       1
## LUNG1-198                                                       1
## LUNG1-199                                                       1
## LUNG1-200                                                       1
## LUNG1-201                                                       1
## LUNG1-202                                                       1
## LUNG1-203                                                       1
## LUNG1-204                                                       1
## LUNG1-205                                                       1
## LUNG1-206                                                       1
## LUNG1-207                                                       1
## LUNG1-208                                                       1
## LUNG1-209                                                       1
## LUNG1-210                                                       1
## LUNG1-211                                                       1
## LUNG1-212                                                       1
## LUNG1-213                                                       1
## LUNG1-214                                                       1
## LUNG1-215                                                       1
## LUNG1-216                                                       1
## LUNG1-217                                                       1
## LUNG1-218                                                       1
## LUNG1-219                                                       1
## LUNG1-220                                                       1
## LUNG1-221                                                       1
## LUNG1-222                                                       1
## LUNG1-223                                                       1
## LUNG1-224                                                       1
## LUNG1-225                                                       1
## LUNG1-226                                                       1
## LUNG1-227                                                       1
## LUNG1-228                                                       1
## LUNG1-229                                                       1
## LUNG1-230                                                       1
## LUNG1-231                                                       1
## LUNG1-232                                                       1
## LUNG1-233                                                       1
## LUNG1-234                                                       1
## LUNG1-235                                                       1
## LUNG1-236                                                       1
## LUNG1-237                                                       1
## LUNG1-238                                                       1
## LUNG1-239                                                       1
## LUNG1-240                                                       1
## LUNG1-242                                                       1
## LUNG1-243                                                       1
## LUNG1-244                                                       1
## LUNG1-245                                                       1
## LUNG1-247                                                       1
## LUNG1-248                                                       1
## LUNG1-250                                                       1
## LUNG1-251                                                       1
## LUNG1-252                                                       1
## LUNG1-253                                                       1
## LUNG1-254                                                       1
## LUNG1-256                                                       1
## LUNG1-257                                                       1
## LUNG1-258                                                       1
## LUNG1-259                                                       1
## LUNG1-261                                                       1
## LUNG1-262                                                       1
## LUNG1-263                                                       1
## LUNG1-264                                                       1
## LUNG1-265                                                       1
## LUNG1-266                                                       1
## LUNG1-267                                                       1
## LUNG1-268                                                       1
## LUNG1-269                                                       1
## LUNG1-270                                                       1
## LUNG1-271                                                       1
## LUNG1-272                                                       1
## LUNG1-273                                                       1
## LUNG1-274                                                       1
## LUNG1-275                                                       1
## LUNG1-276                                                       1
## LUNG1-277                                                       1
## LUNG1-279                                                       1
## LUNG1-280                                                       1
## LUNG1-281                                                       1
## LUNG1-282                                                       1
## LUNG1-283                                                       1
## LUNG1-284                                                       1
## LUNG1-285                                                       1
## LUNG1-286                                                       1
## LUNG1-288                                                       1
## LUNG1-289                                                       1
## LUNG1-290                                                       1
## LUNG1-291                                                       1
## LUNG1-292                                                       1
## LUNG1-293                                                       1
## LUNG1-294                                                       1
## LUNG1-295                                                       1
## LUNG1-296                                                       1
## LUNG1-297                                                       1
## LUNG1-298                                                       1
## LUNG1-299                                                       1
## LUNG1-300                                                       1
## LUNG1-301                                                       1
## LUNG1-302                                                       1
## LUNG1-303                                                       1
## LUNG1-304                                                       1
## LUNG1-307                                                       1
## LUNG1-308                                                       1
## LUNG1-310                                                       1
## LUNG1-311                                                       1
## LUNG1-312                                                       1
## LUNG1-313                                                       1
## LUNG1-314                                                       1
## LUNG1-316                                                       1
## LUNG1-317                                                       1
## LUNG1-318                                                       1
## LUNG1-319                                                       1
## LUNG1-320                                                       1
## LUNG1-321                                                       1
## LUNG1-322                                                       1
## LUNG1-323                                                       1
## LUNG1-324                                                       1
## LUNG1-325                                                       1
## LUNG1-326                                                       1
## LUNG1-327                                                       1
## LUNG1-329                                                       1
## LUNG1-330                                                       1
## LUNG1-331                                                       1
## LUNG1-333                                                       1
## LUNG1-334                                                       1
## LUNG1-335                                                       1
## LUNG1-336                                                       1
## LUNG1-337                                                       1
## LUNG1-339                                                       1
## LUNG1-340                                                       1
## LUNG1-341                                                       1
## LUNG1-342                                                       1
## LUNG1-343                                                       1
## LUNG1-344                                                       1
## LUNG1-345                                                       1
## LUNG1-346                                                       1
## LUNG1-347                                                       1
## LUNG1-348                                                       1
## LUNG1-349                                                       1
## LUNG1-350                                                       1
## LUNG1-351                                                       1
## LUNG1-352                                                       1
## LUNG1-354                                                       1
## LUNG1-355                                                       1
## LUNG1-356                                                       1
## LUNG1-357                                                       1
## LUNG1-358                                                       1
## LUNG1-359                                                       1
## LUNG1-360                                                       1
## LUNG1-361                                                       1
## LUNG1-362                                                       1
## LUNG1-363                                                       1
## LUNG1-364                                                       1
## LUNG1-365                                                       1
## LUNG1-366                                                       1
## LUNG1-367                                                       1
## LUNG1-368                                                       1
## LUNG1-369                                                       1
## LUNG1-370                                                       1
## LUNG1-371                                                       1
## LUNG1-372                                                       1
## LUNG1-373                                                       1
## LUNG1-374                                                       1
## LUNG1-375                                                       1
## LUNG1-376                                                       1
## LUNG1-377                                                       1
## LUNG1-378                                                       1
## LUNG1-379                                                       1
## LUNG1-380                                                       1
## LUNG1-381                                                       1
## LUNG1-382                                                       1
## LUNG1-383                                                       1
## LUNG1-384                                                       1
## LUNG1-385                                                       1
## LUNG1-386                                                       1
## LUNG1-387                                                       1
## LUNG1-388                                                       1
## LUNG1-389                                                       1
## LUNG1-390                                                       1
## LUNG1-391                                                       1
## LUNG1-392                                                       1
## LUNG1-393                                                       1
## LUNG1-395                                                       1
## LUNG1-396                                                       1
## LUNG1-397                                                       1
## LUNG1-398                                                       1
## LUNG1-399                                                       1
## LUNG1-400                                                       1
## LUNG1-401                                                       1
## LUNG1-403                                                       1
## LUNG1-404                                                       1
## LUNG1-405                                                       1
## LUNG1-406                                                       1
## LUNG1-407                                                       1
## LUNG1-408                                                       1
## LUNG1-409                                                       1
## LUNG1-410                                                       1
## LUNG1-411                                                       1
## LUNG1-412                                                       1
## LUNG1-413                                                       1
## LUNG1-414                                                       1
## LUNG1-415                                                       1
## LUNG1-416                                                       1
## LUNG1-417                                                       1
## LUNG1-418                                                       1
## LUNG1-419                                                       1
## LUNG1-420                                                       1
## LUNG1-421                                                       1
##           wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis
## LUNG1-001                                                1
## LUNG1-002                                                1
## LUNG1-003                                                1
## LUNG1-004                                                1
## LUNG1-005                                                1
## LUNG1-006                                                1
## LUNG1-007                                                1
## LUNG1-008                                                1
## LUNG1-009                                                1
## LUNG1-010                                                1
## LUNG1-011                                                1
## LUNG1-012                                                1
## LUNG1-013                                                1
## LUNG1-014                                                1
## LUNG1-015                                                1
## LUNG1-016                                                1
## LUNG1-017                                                1
## LUNG1-018                                                1
## LUNG1-019                                                1
## LUNG1-022                                                1
## LUNG1-024                                                1
## LUNG1-025                                                1
## LUNG1-026                                                1
## LUNG1-029                                                1
## LUNG1-030                                                1
## LUNG1-031                                                1
## LUNG1-032                                                1
## LUNG1-033                                                1
## LUNG1-034                                                1
## LUNG1-035                                                1
## LUNG1-036                                                1
## LUNG1-037                                                1
## LUNG1-038                                                1
## LUNG1-040                                                1
## LUNG1-041                                                1
## LUNG1-042                                                1
## LUNG1-043                                                1
## LUNG1-045                                                1
## LUNG1-046                                                1
## LUNG1-047                                                1
## LUNG1-048                                                1
## LUNG1-049                                                1
## LUNG1-050                                                1
## LUNG1-051                                                1
## LUNG1-052                                                1
## LUNG1-053                                                1
## LUNG1-054                                                1
## LUNG1-055                                                1
## LUNG1-057                                                1
## LUNG1-058                                                1
## LUNG1-059                                                1
## LUNG1-060                                                1
## LUNG1-061                                                1
## LUNG1-062                                                1
## LUNG1-063                                                1
## LUNG1-064                                                1
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## LUNG1-001                                                     1
## LUNG1-002                                                     1
## LUNG1-003                                                     1
## LUNG1-004                                                     1
## LUNG1-005                                                     1
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## LUNG1-008                                                     1
## LUNG1-009                                                     1
## LUNG1-010                                                     1
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## LUNG1-012                                                     1
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## LUNG1-014                                                     1
## LUNG1-015                                                     1
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## LUNG1-025                                                     1
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## LUNG1-030                                                     1
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## LUNG1-032                                                     1
## LUNG1-033                                                     1
## LUNG1-034                                                     1
## LUNG1-035                                                     1
## LUNG1-036                                                     1
## LUNG1-037                                                     1
## LUNG1-038                                                     1
## LUNG1-040                                                     1
## LUNG1-041                                                     1
## LUNG1-042                                                     1
## LUNG1-043                                                     1
## LUNG1-045                                                     1
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## LUNG1-047                                                     1
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## LUNG1-049                                                     1
## LUNG1-050                                                     1
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## LUNG1-059                                                     1
## LUNG1-060                                                     1
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## LUNG1-062                                                     1
## LUNG1-063                                                     1
## LUNG1-064                                                     1
## LUNG1-065                                                     1
## LUNG1-067                                                     1
## LUNG1-068                                                     1
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## LUNG1-071                                                     1
## LUNG1-072                                                     1
## LUNG1-073                                                     1
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## LUNG1-075                                                     1
## LUNG1-076                                                     1
## LUNG1-077                                                     1
## LUNG1-078                                                     1
## LUNG1-079                                                     1
## LUNG1-081                                                     1
## LUNG1-082                                                     1
## LUNG1-084                                                     1
## LUNG1-085                                                     1
## LUNG1-086                                                     1
## LUNG1-088                                                     1
## LUNG1-089                                                     1
## LUNG1-091                                                     1
## LUNG1-092                                                     1
## LUNG1-093                                                     1
## LUNG1-095                                                     1
## LUNG1-096                                                     1
## LUNG1-097                                                     1
## LUNG1-098                                                     1
## LUNG1-099                                                     1
## LUNG1-101                                                     1
## LUNG1-102                                                     1
## LUNG1-103                                                     1
## LUNG1-104                                                     1
## LUNG1-105                                                     1
## LUNG1-106                                                     1
## LUNG1-107                                                     1
## LUNG1-108                                                     1
## LUNG1-109                                                     1
## LUNG1-110                                                     1
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## LUNG1-113                                                     1
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## LUNG1-117                                                     1
## LUNG1-118                                                     1
## LUNG1-119                                                     1
## LUNG1-120                                                     1
## LUNG1-121                                                     1
## LUNG1-122                                                     1
## LUNG1-123                                                     1
## LUNG1-124                                                     1
## LUNG1-125                                                     1
## LUNG1-126                                                     1
## LUNG1-127                                                     1
## LUNG1-129                                                     1
## LUNG1-130                                                     1
## LUNG1-131                                                     1
## LUNG1-132                                                     1
## LUNG1-134                                                     1
## LUNG1-135                                                     1
## LUNG1-137                                                     1
## LUNG1-139                                                     1
## LUNG1-140                                                     1
## LUNG1-141                                                     1
## LUNG1-142                                                     1
## LUNG1-143                                                     1
## LUNG1-144                                                     1
## LUNG1-145                                                     1
## LUNG1-146                                                     1
## LUNG1-147                                                     1
## LUNG1-148                                                     1
## LUNG1-149                                                     1
## LUNG1-150                                                     1
## LUNG1-151                                                     1
## LUNG1-152                                                     1
## LUNG1-153                                                     1
## LUNG1-155                                                     1
## LUNG1-156                                                     1
## LUNG1-158                                                     1
## LUNG1-159                                                     1
## LUNG1-160                                                     1
## LUNG1-162                                                     1
## LUNG1-163                                                     1
## LUNG1-164                                                     1
## LUNG1-165                                                     1
## LUNG1-166                                                     1
## LUNG1-167                                                     1
## LUNG1-168                                                     1
## LUNG1-169                                                     1
## LUNG1-170                                                     1
## LUNG1-172                                                     1
## LUNG1-173                                                     1
## LUNG1-174                                                     1
## LUNG1-175                                                     1
## LUNG1-176                                                     1
## LUNG1-177                                                     1
## LUNG1-178                                                     1
## LUNG1-179                                                     1
## LUNG1-180                                                     1
## LUNG1-181                                                     1
## LUNG1-182                                                     1
## LUNG1-183                                                     1
## LUNG1-184                                                     1
## LUNG1-186                                                     1
## LUNG1-187                                                     1
## LUNG1-188                                                     1
## LUNG1-189                                                     1
## LUNG1-190                                                     1
## LUNG1-191                                                     1
## LUNG1-192                                                     1
## LUNG1-193                                                     1
## LUNG1-195                                                     1
## LUNG1-196                                                     1
## LUNG1-197                                                     1
## LUNG1-198                                                     1
## LUNG1-199                                                     1
## LUNG1-200                                                     1
## LUNG1-201                                                     1
## LUNG1-202                                                     1
## LUNG1-203                                                     1
## LUNG1-204                                                     1
## LUNG1-205                                                     1
## LUNG1-206                                                     1
## LUNG1-207                                                     1
## LUNG1-208                                                     1
## LUNG1-209                                                     1
## LUNG1-210                                                     1
## LUNG1-211                                                     1
## LUNG1-212                                                     1
## LUNG1-213                                                     1
## LUNG1-214                                                     1
## LUNG1-215                                                     1
## LUNG1-216                                                     1
## LUNG1-217                                                     1
## LUNG1-218                                                     1
## LUNG1-219                                                     1
## LUNG1-220                                                     1
## LUNG1-221                                                     1
## LUNG1-222                                                     1
## LUNG1-223                                                     1
## LUNG1-224                                                     1
## LUNG1-225                                                     1
## LUNG1-226                                                     1
## LUNG1-227                                                     1
## LUNG1-228                                                     1
## LUNG1-229                                                     1
## LUNG1-230                                                     1
## LUNG1-231                                                     1
## LUNG1-232                                                     1
## LUNG1-233                                                     1
## LUNG1-234                                                     1
## LUNG1-235                                                     1
## LUNG1-236                                                     1
## LUNG1-237                                                     1
## LUNG1-238                                                     1
## LUNG1-239                                                     1
## LUNG1-240                                                     1
## LUNG1-242                                                     1
## LUNG1-243                                                     1
## LUNG1-244                                                     1
## LUNG1-245                                                     1
## LUNG1-247                                                     1
## LUNG1-248                                                     1
## LUNG1-250                                                     1
## LUNG1-251                                                     1
## LUNG1-252                                                     1
## LUNG1-253                                                     1
## LUNG1-254                                                     1
## LUNG1-256                                                     1
## LUNG1-257                                                     1
## LUNG1-258                                                     1
## LUNG1-259                                                     1
## LUNG1-261                                                     1
## LUNG1-262                                                     1
## LUNG1-263                                                     1
## LUNG1-264                                                     1
## LUNG1-265                                                     1
## LUNG1-266                                                     1
## LUNG1-267                                                     1
## LUNG1-268                                                     1
## LUNG1-269                                                     1
## LUNG1-270                                                     1
## LUNG1-271                                                     1
## LUNG1-272                                                     1
## LUNG1-273                                                     1
## LUNG1-274                                                     1
## LUNG1-275                                                     1
## LUNG1-276                                                     1
## LUNG1-277                                                     1
## LUNG1-279                                                     1
## LUNG1-280                                                     1
## LUNG1-281                                                     1
## LUNG1-282                                                     1
## LUNG1-283                                                     1
## LUNG1-284                                                     1
## LUNG1-285                                                     1
## LUNG1-286                                                     1
## LUNG1-288                                                     1
## LUNG1-289                                                     1
## LUNG1-290                                                     1
## LUNG1-291                                                     1
## LUNG1-292                                                     1
## LUNG1-293                                                     1
## LUNG1-294                                                     1
## LUNG1-295                                                     1
## LUNG1-296                                                     1
## LUNG1-297                                                     1
## LUNG1-298                                                     1
## LUNG1-299                                                     1
## LUNG1-300                                                     1
## LUNG1-301                                                     1
## LUNG1-302                                                     1
## LUNG1-303                                                     1
## LUNG1-304                                                     1
## LUNG1-307                                                     1
## LUNG1-308                                                     1
## LUNG1-310                                                     1
## LUNG1-311                                                     1
## LUNG1-312                                                     1
## LUNG1-313                                                     1
## LUNG1-314                                                     1
## LUNG1-316                                                     1
## LUNG1-317                                                     1
## LUNG1-318                                                     1
## LUNG1-319                                                     1
## LUNG1-320                                                     1
## LUNG1-321                                                     1
## LUNG1-322                                                     1
## LUNG1-323                                                     1
## LUNG1-324                                                     1
## LUNG1-325                                                     1
## LUNG1-326                                                     1
## LUNG1-327                                                     1
## LUNG1-329                                                     1
## LUNG1-330                                                     1
## LUNG1-331                                                     1
## LUNG1-333                                                     1
## LUNG1-334                                                     1
## LUNG1-335                                                     1
## LUNG1-336                                                     1
## LUNG1-337                                                     1
## LUNG1-339                                                     1
## LUNG1-340                                                     1
## LUNG1-341                                                     1
## LUNG1-342                                                     1
## LUNG1-343                                                     1
## LUNG1-344                                                     1
## LUNG1-345                                                     1
## LUNG1-346                                                     1
## LUNG1-347                                                     1
## LUNG1-348                                                     1
## LUNG1-349                                                     1
## LUNG1-350                                                     1
## LUNG1-351                                                     1
## LUNG1-352                                                     1
## LUNG1-354                                                     1
## LUNG1-355                                                     1
## LUNG1-356                                                     1
## LUNG1-357                                                     1
## LUNG1-358                                                     1
## LUNG1-359                                                     1
## LUNG1-360                                                     1
## LUNG1-361                                                     1
## LUNG1-362                                                     1
## LUNG1-363                                                     1
## LUNG1-364                                                     1
## LUNG1-365                                                     1
## LUNG1-366                                                     1
## LUNG1-367                                                     1
## LUNG1-368                                                     1
## LUNG1-369                                                     1
## LUNG1-370                                                     1
## LUNG1-371                                                     1
## LUNG1-372                                                     1
## LUNG1-373                                                     1
## LUNG1-374                                                     1
## LUNG1-375                                                     1
## LUNG1-376                                                     1
## LUNG1-377                                                     1
## LUNG1-378                                                     1
## LUNG1-379                                                     1
## LUNG1-380                                                     1
## LUNG1-381                                                     1
## LUNG1-382                                                     1
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## LUNG1-384                                                     1
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## LUNG1-390                                                     1
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## LUNG1-392                                                     1
## LUNG1-393                                                     1
## LUNG1-395                                                     1
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## LUNG1-397                                                     1
## LUNG1-398                                                     1
## LUNG1-399                                                     1
## LUNG1-400                                                     1
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## LUNG1-403                                                     1
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## LUNG1-405                                                     1
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## LUNG1-412                                                     1
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## LUNG1-415                                                     1
## LUNG1-416                                                     1
## LUNG1-417                                                     1
## LUNG1-418                                                     1
## LUNG1-419                                                     1
## LUNG1-420                                                     1
## LUNG1-421                                                     1
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## LUNG1-188                                                    1
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## LUNG1-200                                                    1
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## LUNG1-233                                                    1
## LUNG1-234                                                    1
## LUNG1-235                                                    1
## LUNG1-236                                                    1
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## LUNG1-250                                                    1
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## LUNG1-270                                                    1
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## LUNG1-273                                                    1
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## LUNG1-280                                                    1
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## LUNG1-289                                                    1
## LUNG1-290                                                    1
## LUNG1-291                                                    1
## LUNG1-292                                                    1
## LUNG1-293                                                    1
## LUNG1-294                                                    1
## LUNG1-295                                                    1
## LUNG1-296                                                    1
## LUNG1-297                                                    1
## LUNG1-298                                                    1
## LUNG1-299                                                    1
## LUNG1-300                                                    1
## LUNG1-301                                                    1
## LUNG1-302                                                    1
## LUNG1-303                                                    1
## LUNG1-304                                                    1
## LUNG1-307                                                    1
## LUNG1-308                                                    1
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## LUNG1-317                                                    1
## LUNG1-318                                                    1
## LUNG1-319                                                    1
## LUNG1-320                                                    1
## LUNG1-321                                                    1
## LUNG1-322                                                    1
## LUNG1-323                                                    1
## LUNG1-324                                                    1
## LUNG1-325                                                    1
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## LUNG1-335                                                    1
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## LUNG1-355                                                    1
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## LUNG1-360                                                    1
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## LUNG1-362                                                    1
## LUNG1-363                                                    1
## LUNG1-364                                                    1
## LUNG1-365                                                    1
## LUNG1-366                                                    1
## LUNG1-367                                                    1
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## LUNG1-418                                                    1
## LUNG1-419                                                    1
## LUNG1-420                                                    1
## LUNG1-421                                                    1
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## LUNG1-001                                                         1
## LUNG1-002                                                         1
## LUNG1-003                                                         1
## LUNG1-004                                                         1
## LUNG1-005                                                         1
## LUNG1-006                                                         1
## LUNG1-007                                                         1
## LUNG1-008                                                         1
## LUNG1-009                                                         1
## LUNG1-010                                                         1
## LUNG1-011                                                         1
## LUNG1-012                                                         1
## LUNG1-013                                                         1
## LUNG1-014                                                         1
## LUNG1-015                                                         1
## LUNG1-016                                                         1
## LUNG1-017                                                         1
## LUNG1-018                                                         1
## LUNG1-019                                                         1
## LUNG1-022                                                         1
## LUNG1-024                                                         1
## LUNG1-025                                                         1
## LUNG1-026                                                         1
## LUNG1-029                                                         1
## LUNG1-030                                                         1
## LUNG1-031                                                         1
## LUNG1-032                                                         1
## LUNG1-033                                                         1
## LUNG1-034                                                         1
## LUNG1-035                                                         1
## LUNG1-036                                                         1
## LUNG1-037                                                         1
## LUNG1-038                                                         1
## LUNG1-040                                                         1
## LUNG1-041                                                         1
## LUNG1-042                                                         1
## LUNG1-043                                                         1
## LUNG1-045                                                         1
## LUNG1-046                                                         1
## LUNG1-047                                                         1
## LUNG1-048                                                         1
## LUNG1-049                                                         1
## LUNG1-050                                                         1
## LUNG1-051                                                         1
## LUNG1-052                                                         1
## LUNG1-053                                                         1
## LUNG1-054                                                         1
## LUNG1-055                                                         1
## LUNG1-057                                                         1
## LUNG1-058                                                         1
## LUNG1-059                                                         1
## LUNG1-060                                                         1
## LUNG1-061                                                         1
## LUNG1-062                                                         1
## LUNG1-063                                                         1
## LUNG1-064                                                         1
## LUNG1-065                                                         1
## LUNG1-067                                                         1
## LUNG1-068                                                         1
## LUNG1-070                                                         1
## LUNG1-071                                                         1
## LUNG1-072                                                         1
## LUNG1-073                                                         1
## LUNG1-074                                                         1
## LUNG1-075                                                         1
## LUNG1-076                                                         1
## LUNG1-077                                                         1
## LUNG1-078                                                         1
## LUNG1-079                                                         1
## LUNG1-081                                                         1
## LUNG1-082                                                         1
## LUNG1-084                                                         1
## LUNG1-085                                                         1
## LUNG1-086                                                         1
## LUNG1-088                                                         1
## LUNG1-089                                                         1
## LUNG1-091                                                         1
## LUNG1-092                                                         1
## LUNG1-093                                                         1
## LUNG1-095                                                         1
## LUNG1-096                                                         1
## LUNG1-097                                                         1
## LUNG1-098                                                         1
## LUNG1-099                                                         1
## LUNG1-101                                                         1
## LUNG1-102                                                         1
## LUNG1-103                                                         1
## LUNG1-104                                                         1
## LUNG1-105                                                         1
## LUNG1-106                                                         1
## LUNG1-107                                                         1
## LUNG1-108                                                         1
## LUNG1-109                                                         1
## LUNG1-110                                                         1
## LUNG1-112                                                         1
## LUNG1-113                                                         1
## LUNG1-114                                                         1
## LUNG1-115                                                         1
## LUNG1-116                                                         1
## LUNG1-117                                                         1
## LUNG1-118                                                         1
## LUNG1-119                                                         1
## LUNG1-120                                                         1
## LUNG1-121                                                         1
## LUNG1-122                                                         1
## LUNG1-123                                                         1
## LUNG1-124                                                         1
## LUNG1-125                                                         1
## LUNG1-126                                                         1
## LUNG1-127                                                         1
## LUNG1-129                                                         1
## LUNG1-130                                                         1
## LUNG1-131                                                         1
## LUNG1-132                                                         1
## LUNG1-134                                                         1
## LUNG1-135                                                         1
## LUNG1-137                                                         1
## LUNG1-139                                                         1
## LUNG1-140                                                         1
## LUNG1-141                                                         1
## LUNG1-142                                                         1
## LUNG1-143                                                         1
## LUNG1-144                                                         1
## LUNG1-145                                                         1
## LUNG1-146                                                         1
## LUNG1-147                                                         1
## LUNG1-148                                                         1
## LUNG1-149                                                         1
## LUNG1-150                                                         1
## LUNG1-151                                                         1
## LUNG1-152                                                         1
## LUNG1-153                                                         1
## LUNG1-155                                                         1
## LUNG1-156                                                         1
## LUNG1-158                                                         1
## LUNG1-159                                                         1
## LUNG1-160                                                         1
## LUNG1-162                                                         1
## LUNG1-163                                                         1
## LUNG1-164                                                         1
## LUNG1-165                                                         1
## LUNG1-166                                                         1
## LUNG1-167                                                         1
## LUNG1-168                                                         1
## LUNG1-169                                                         1
## LUNG1-170                                                         1
## LUNG1-172                                                         1
## LUNG1-173                                                         1
## LUNG1-174                                                         1
## LUNG1-175                                                         1
## LUNG1-176                                                         1
## LUNG1-177                                                         1
## LUNG1-178                                                         1
## LUNG1-179                                                         1
## LUNG1-180                                                         1
## LUNG1-181                                                         1
## LUNG1-182                                                         1
## LUNG1-183                                                         1
## LUNG1-184                                                         1
## LUNG1-186                                                         1
## LUNG1-187                                                         1
## LUNG1-188                                                         1
## LUNG1-189                                                         1
## LUNG1-190                                                         1
## LUNG1-191                                                         1
## LUNG1-192                                                         1
## LUNG1-193                                                         1
## LUNG1-195                                                         1
## LUNG1-196                                                         1
## LUNG1-197                                                         1
## LUNG1-198                                                         1
## LUNG1-199                                                         1
## LUNG1-200                                                         1
## LUNG1-201                                                         1
## LUNG1-202                                                         1
## LUNG1-203                                                         1
## LUNG1-204                                                         1
## LUNG1-205                                                         1
## LUNG1-206                                                         1
## LUNG1-207                                                         1
## LUNG1-208                                                         1
## LUNG1-209                                                         1
## LUNG1-210                                                         1
## LUNG1-211                                                         1
## LUNG1-212                                                         1
## LUNG1-213                                                         1
## LUNG1-214                                                         1
## LUNG1-215                                                         1
## LUNG1-216                                                         1
## LUNG1-217                                                         1
## LUNG1-218                                                         1
## LUNG1-219                                                         1
## LUNG1-220                                                         1
## LUNG1-221                                                         1
## LUNG1-222                                                         1
## LUNG1-223                                                         1
## LUNG1-224                                                         1
## LUNG1-225                                                         1
## LUNG1-226                                                         1
## LUNG1-227                                                         1
## LUNG1-228                                                         1
## LUNG1-229                                                         1
## LUNG1-230                                                         1
## LUNG1-231                                                         1
## LUNG1-232                                                         1
## LUNG1-233                                                         1
## LUNG1-234                                                         1
## LUNG1-235                                                         1
## LUNG1-236                                                         1
## LUNG1-237                                                         1
## LUNG1-238                                                         1
## LUNG1-239                                                         1
## LUNG1-240                                                         1
## LUNG1-242                                                         1
## LUNG1-243                                                         1
## LUNG1-244                                                         1
## LUNG1-245                                                         1
## LUNG1-247                                                         1
## LUNG1-248                                                         1
## LUNG1-250                                                         1
## LUNG1-251                                                         1
## LUNG1-252                                                         1
## LUNG1-253                                                         1
## LUNG1-254                                                         1
## LUNG1-256                                                         1
## LUNG1-257                                                         1
## LUNG1-258                                                         1
## LUNG1-259                                                         1
## LUNG1-261                                                         1
## LUNG1-262                                                         1
## LUNG1-263                                                         1
## LUNG1-264                                                         1
## LUNG1-265                                                         1
## LUNG1-266                                                         1
## LUNG1-267                                                         1
## LUNG1-268                                                         1
## LUNG1-269                                                         1
## LUNG1-270                                                         1
## LUNG1-271                                                         1
## LUNG1-272                                                         1
## LUNG1-273                                                         1
## LUNG1-274                                                         1
## LUNG1-275                                                         1
## LUNG1-276                                                         1
## LUNG1-277                                                         1
## LUNG1-279                                                         1
## LUNG1-280                                                         1
## LUNG1-281                                                         1
## LUNG1-282                                                         1
## LUNG1-283                                                         1
## LUNG1-284                                                         1
## LUNG1-285                                                         1
## LUNG1-286                                                         1
## LUNG1-288                                                         1
## LUNG1-289                                                         1
## LUNG1-290                                                         1
## LUNG1-291                                                         1
## LUNG1-292                                                         1
## LUNG1-293                                                         1
## LUNG1-294                                                         1
## LUNG1-295                                                         1
## LUNG1-296                                                         1
## LUNG1-297                                                         1
## LUNG1-298                                                         1
## LUNG1-299                                                         1
## LUNG1-300                                                         1
## LUNG1-301                                                         1
## LUNG1-302                                                         1
## LUNG1-303                                                         1
## LUNG1-304                                                         1
## LUNG1-307                                                         1
## LUNG1-308                                                         1
## LUNG1-310                                                         1
## LUNG1-311                                                         1
## LUNG1-312                                                         1
## LUNG1-313                                                         1
## LUNG1-314                                                         1
## LUNG1-316                                                         1
## LUNG1-317                                                         1
## LUNG1-318                                                         1
## LUNG1-319                                                         1
## LUNG1-320                                                         1
## LUNG1-321                                                         1
## LUNG1-322                                                         1
## LUNG1-323                                                         1
## LUNG1-324                                                         1
## LUNG1-325                                                         1
## LUNG1-326                                                         1
## LUNG1-327                                                         1
## LUNG1-329                                                         1
## LUNG1-330                                                         1
## LUNG1-331                                                         1
## LUNG1-333                                                         1
## LUNG1-334                                                         1
## LUNG1-335                                                         1
## LUNG1-336                                                         1
## LUNG1-337                                                         1
## LUNG1-339                                                         1
## LUNG1-340                                                         1
## LUNG1-341                                                         1
## LUNG1-342                                                         1
## LUNG1-343                                                         1
## LUNG1-344                                                         1
## LUNG1-345                                                         1
## LUNG1-346                                                         1
## LUNG1-347                                                         1
## LUNG1-348                                                         1
## LUNG1-349                                                         1
## LUNG1-350                                                         1
## LUNG1-351                                                         1
## LUNG1-352                                                         1
## LUNG1-354                                                         1
## LUNG1-355                                                         1
## LUNG1-356                                                         1
## LUNG1-357                                                         1
## LUNG1-358                                                         1
## LUNG1-359                                                         1
## LUNG1-360                                                         1
## LUNG1-361                                                         1
## LUNG1-362                                                         1
## LUNG1-363                                                         1
## LUNG1-364                                                         1
## LUNG1-365                                                         1
## LUNG1-366                                                         1
## LUNG1-367                                                         1
## LUNG1-368                                                         1
## LUNG1-369                                                         1
## LUNG1-370                                                         1
## LUNG1-371                                                         1
## LUNG1-372                                                         1
## LUNG1-373                                                         1
## LUNG1-374                                                         1
## LUNG1-375                                                         1
## LUNG1-376                                                         1
## LUNG1-377                                                         1
## LUNG1-378                                                         1
## LUNG1-379                                                         1
## LUNG1-380                                                         1
## LUNG1-381                                                         1
## LUNG1-382                                                         1
## LUNG1-383                                                         1
## LUNG1-384                                                         1
## LUNG1-385                                                         1
## LUNG1-386                                                         1
## LUNG1-387                                                         1
## LUNG1-388                                                         1
## LUNG1-389                                                         1
## LUNG1-390                                                         1
## LUNG1-391                                                         1
## LUNG1-392                                                         1
## LUNG1-393                                                         1
## LUNG1-395                                                         1
## LUNG1-396                                                         1
## LUNG1-397                                                         1
## LUNG1-398                                                         1
## LUNG1-399                                                         1
## LUNG1-400                                                         1
## LUNG1-401                                                         1
## LUNG1-403                                                         1
## LUNG1-404                                                         1
## LUNG1-405                                                         1
## LUNG1-406                                                         1
## LUNG1-407                                                         1
## LUNG1-408                                                         1
## LUNG1-409                                                         1
## LUNG1-410                                                         1
## LUNG1-411                                                         1
## LUNG1-412                                                         1
## LUNG1-413                                                         1
## LUNG1-414                                                         1
## LUNG1-415                                                         1
## LUNG1-416                                                         1
## LUNG1-417                                                         1
## LUNG1-418                                                         1
## LUNG1-419                                                         1
## LUNG1-420                                                         1
## LUNG1-421                                                         1
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##           log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis
## LUNG1-001                                                      1
## LUNG1-002                                                      1
## LUNG1-003                                                      1
## LUNG1-004                                                      1
## LUNG1-005                                                      1
## LUNG1-006                                                      1
## LUNG1-007                                                      1
## LUNG1-008                                                      1
## LUNG1-009                                                      1
## LUNG1-010                                                      1
## LUNG1-011                                                      1
## LUNG1-012                                                      1
## LUNG1-013                                                      1
## LUNG1-014                                                      1
## LUNG1-015                                                      1
## LUNG1-016                                                      1
## LUNG1-017                                                      1
## LUNG1-018                                                      1
## LUNG1-019                                                      1
## LUNG1-022                                                      1
## LUNG1-024                                                      1
## LUNG1-025                                                      1
## LUNG1-026                                                      1
## LUNG1-029                                                      1
## LUNG1-030                                                      1
## LUNG1-031                                                      1
## LUNG1-032                                                      1
## LUNG1-033                                                      1
## LUNG1-034                                                      1
## LUNG1-035                                                      1
## LUNG1-036                                                      1
## LUNG1-037                                                      1
## LUNG1-038                                                      1
## LUNG1-040                                                      1
## LUNG1-041                                                      1
## LUNG1-042                                                      1
## LUNG1-043                                                      1
## LUNG1-045                                                      1
## LUNG1-046                                                      1
## LUNG1-047                                                      1
## LUNG1-048                                                      1
## LUNG1-049                                                      1
## LUNG1-050                                                      1
## LUNG1-051                                                      1
## LUNG1-052                                                      1
## LUNG1-053                                                      1
## LUNG1-054                                                      1
## LUNG1-055                                                      1
## LUNG1-057                                                      1
## LUNG1-058                                                      1
## LUNG1-059                                                      1
## LUNG1-060                                                      1
## LUNG1-061                                                      1
## LUNG1-062                                                      1
## LUNG1-063                                                      1
## LUNG1-064                                                      1
## LUNG1-065                                                      1
## LUNG1-067                                                      1
## LUNG1-068                                                      1
## LUNG1-070                                                      1
## LUNG1-071                                                      1
## LUNG1-072                                                      1
## LUNG1-073                                                      1
## LUNG1-074                                                      1
## LUNG1-075                                                      1
## LUNG1-076                                                      1
## LUNG1-077                                                      1
## LUNG1-078                                                      1
## LUNG1-079                                                      1
## LUNG1-081                                                      1
## LUNG1-082                                                      1
## LUNG1-084                                                      1
## LUNG1-085                                                      1
## LUNG1-086                                                      1
## LUNG1-088                                                      1
## LUNG1-089                                                      1
## LUNG1-091                                                      1
## LUNG1-092                                                      1
## LUNG1-093                                                      1
## LUNG1-095                                                      1
## LUNG1-096                                                      1
## LUNG1-097                                                      1
## LUNG1-098                                                      1
## LUNG1-099                                                      1
## LUNG1-101                                                      1
## LUNG1-102                                                      1
## LUNG1-103                                                      1
## LUNG1-104                                                      1
## LUNG1-105                                                      1
## LUNG1-106                                                      1
## LUNG1-107                                                      1
## LUNG1-108                                                      1
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## LUNG1-110                                                      1
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## LUNG1-113                                                      1
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## LUNG1-115                                                      1
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## LUNG1-124                                                      1
## LUNG1-125                                                      1
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## LUNG1-129                                                      1
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## LUNG1-131                                                      1
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## LUNG1-137                                                      1
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## LUNG1-140                                                      1
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## LUNG1-142                                                      1
## LUNG1-143                                                      1
## LUNG1-144                                                      1
## LUNG1-145                                                      1
## LUNG1-146                                                      1
## LUNG1-147                                                      1
## LUNG1-148                                                      1
## LUNG1-149                                                      1
## LUNG1-150                                                      1
## LUNG1-151                                                      1
## LUNG1-152                                                      1
## LUNG1-153                                                      1
## LUNG1-155                                                      1
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## LUNG1-160                                                      1
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## LUNG1-163                                                      1
## LUNG1-164                                                      1
## LUNG1-165                                                      1
## LUNG1-166                                                      1
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## LUNG1-179                                                      1
## LUNG1-180                                                      1
## LUNG1-181                                                      1
## LUNG1-182                                                      1
## LUNG1-183                                                      1
## LUNG1-184                                                      1
## LUNG1-186                                                      1
## LUNG1-187                                                      1
## LUNG1-188                                                      1
## LUNG1-189                                                      1
## LUNG1-190                                                      1
## LUNG1-191                                                      1
## LUNG1-192                                                      1
## LUNG1-193                                                      1
## LUNG1-195                                                      1
## LUNG1-196                                                      1
## LUNG1-197                                                      1
## LUNG1-198                                                      1
## LUNG1-199                                                      1
## LUNG1-200                                                      1
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## LUNG1-202                                                      1
## LUNG1-203                                                      1
## LUNG1-204                                                      1
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## LUNG1-208                                                      1
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## LUNG1-215                                                      1
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## LUNG1-218                                                      1
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## LUNG1-220                                                      1
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## LUNG1-234                                                      1
## LUNG1-235                                                      1
## LUNG1-236                                                      1
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## LUNG1-273                                                      1
## LUNG1-274                                                      1
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## LUNG1-300                                                      1
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## LUNG1-318                                                      1
## LUNG1-319                                                      1
## LUNG1-320                                                      1
## LUNG1-321                                                      1
## LUNG1-322                                                      1
## LUNG1-323                                                      1
## LUNG1-324                                                      1
## LUNG1-325                                                      1
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## LUNG1-360                                                      1
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## LUNG1-362                                                      1
## LUNG1-363                                                      1
## LUNG1-364                                                      1
## LUNG1-365                                                      1
## LUNG1-366                                                      1
## LUNG1-367                                                      1
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## LUNG1-414                                                      1
## LUNG1-415                                                      1
## LUNG1-416                                                      1
## LUNG1-417                                                      1
## LUNG1-418                                                      1
## LUNG1-419                                                      1
## LUNG1-420                                                      1
## LUNG1-421                                                      1
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## LUNG1-001                                                  1
## LUNG1-002                                                  1
## LUNG1-003                                                  1
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## LUNG1-182                                                  1
## LUNG1-183                                                  1
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## LUNG1-186                                                  1
## LUNG1-187                                                  1
## LUNG1-188                                                  1
## LUNG1-189                                                  1
## LUNG1-190                                                  1
## LUNG1-191                                                  1
## LUNG1-192                                                  1
## LUNG1-193                                                  1
## LUNG1-195                                                  1
## LUNG1-196                                                  1
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## LUNG1-198                                                  1
## LUNG1-199                                                  1
## LUNG1-200                                                  1
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## LUNG1-204                                                  1
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## LUNG1-210                                                  1
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## LUNG1-230                                                  1
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## LUNG1-232                                                  1
## LUNG1-233                                                  1
## LUNG1-234                                                  1
## LUNG1-235                                                  1
## LUNG1-236                                                  1
## LUNG1-237                                                  1
## LUNG1-238                                                  1
## LUNG1-239                                                  1
## LUNG1-240                                                  1
## LUNG1-242                                                  1
## LUNG1-243                                                  1
## LUNG1-244                                                  1
## LUNG1-245                                                  1
## LUNG1-247                                                  1
## LUNG1-248                                                  1
## LUNG1-250                                                  1
## LUNG1-251                                                  1
## LUNG1-252                                                  1
## LUNG1-253                                                  1
## LUNG1-254                                                  1
## LUNG1-256                                                  1
## LUNG1-257                                                  1
## LUNG1-258                                                  1
## LUNG1-259                                                  1
## LUNG1-261                                                  1
## LUNG1-262                                                  1
## LUNG1-263                                                  1
## LUNG1-264                                                  1
## LUNG1-265                                                  1
## LUNG1-266                                                  1
## LUNG1-267                                                  1
## LUNG1-268                                                  1
## LUNG1-269                                                  1
## LUNG1-270                                                  1
## LUNG1-271                                                  1
## LUNG1-272                                                  1
## LUNG1-273                                                  1
## LUNG1-274                                                  1
## LUNG1-275                                                  1
## LUNG1-276                                                  1
## LUNG1-277                                                  1
## LUNG1-279                                                  1
## LUNG1-280                                                  1
## LUNG1-281                                                  1
## LUNG1-282                                                  1
## LUNG1-283                                                  1
## LUNG1-284                                                  1
## LUNG1-285                                                  1
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## LUNG1-289                                                  1
## LUNG1-290                                                  1
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## LUNG1-292                                                  1
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## LUNG1-294                                                  1
## LUNG1-295                                                  1
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## LUNG1-297                                                  1
## LUNG1-298                                                  1
## LUNG1-299                                                  1
## LUNG1-300                                                  1
## LUNG1-301                                                  1
## LUNG1-302                                                  1
## LUNG1-303                                                  1
## LUNG1-304                                                  1
## LUNG1-307                                                  1
## LUNG1-308                                                  1
## LUNG1-310                                                  1
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## LUNG1-312                                                  1
## LUNG1-313                                                  1
## LUNG1-314                                                  1
## LUNG1-316                                                  1
## LUNG1-317                                                  1
## LUNG1-318                                                  1
## LUNG1-319                                                  1
## LUNG1-320                                                  1
## LUNG1-321                                                  1
## LUNG1-322                                                  1
## LUNG1-323                                                  1
## LUNG1-324                                                  1
## LUNG1-325                                                  1
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## LUNG1-335                                                  1
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## LUNG1-340                                                  1
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## LUNG1-344                                                  1
## LUNG1-345                                                  1
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## LUNG1-347                                                  1
## LUNG1-348                                                  1
## LUNG1-349                                                  1
## LUNG1-350                                                  1
## LUNG1-351                                                  1
## LUNG1-352                                                  1
## LUNG1-354                                                  1
## LUNG1-355                                                  1
## LUNG1-356                                                  1
## LUNG1-357                                                  1
## LUNG1-358                                                  1
## LUNG1-359                                                  1
## LUNG1-360                                                  1
## LUNG1-361                                                  1
## LUNG1-362                                                  1
## LUNG1-363                                                  1
## LUNG1-364                                                  1
## LUNG1-365                                                  1
## LUNG1-366                                                  1
## LUNG1-367                                                  1
## LUNG1-368                                                  1
## LUNG1-369                                                  1
## LUNG1-370                                                  1
## LUNG1-371                                                  1
## LUNG1-372                                                  1
## LUNG1-373                                                  1
## LUNG1-374                                                  1
## LUNG1-375                                                  1
## LUNG1-376                                                  1
## LUNG1-377                                                  1
## LUNG1-378                                                  1
## LUNG1-379                                                  1
## LUNG1-380                                                  1
## LUNG1-381                                                  1
## LUNG1-382                                                  1
## LUNG1-383                                                  1
## LUNG1-384                                                  1
## LUNG1-385                                                  1
## LUNG1-386                                                  1
## LUNG1-387                                                  1
## LUNG1-388                                                  1
## LUNG1-389                                                  1
## LUNG1-390                                                  1
## LUNG1-391                                                  1
## LUNG1-392                                                  1
## LUNG1-393                                                  1
## LUNG1-395                                                  1
## LUNG1-396                                                  1
## LUNG1-397                                                  1
## LUNG1-398                                                  1
## LUNG1-399                                                  1
## LUNG1-400                                                  1
## LUNG1-401                                                  1
## LUNG1-403                                                  1
## LUNG1-404                                                  1
## LUNG1-405                                                  1
## LUNG1-406                                                  1
## LUNG1-407                                                  1
## LUNG1-408                                                  1
## LUNG1-409                                                  1
## LUNG1-410                                                  1
## LUNG1-411                                                  1
## LUNG1-412                                                  1
## LUNG1-413                                                  1
## LUNG1-414                                                  1
## LUNG1-415                                                  1
## LUNG1-416                                                  1
## LUNG1-417                                                  1
## LUNG1-418                                                  1
## LUNG1-419                                                  1
## LUNG1-420                                                  1
## LUNG1-421                                                  1
##           wavelet.LHH_glcm_Imc1 log.sigma.5.0.mm.3D_firstorder_Kurtosis
## LUNG1-001                     1                                       1
## LUNG1-002                     1                                       1
## LUNG1-003                     1                                       1
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## LUNG1-076                     1                                       1
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## LUNG1-416                     1                                       1
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## LUNG1-418                     1                                       1
## LUNG1-419                     1                                       1
## LUNG1-420                     1                                       1
## LUNG1-421                     1                                       1
##           log.sigma.5.0.mm.3D_firstorder_90Percentile
## LUNG1-001                                           1
## LUNG1-002                                           1
## LUNG1-003                                           1
## LUNG1-004                                           1
## LUNG1-005                                           1
## LUNG1-006                                           1
## LUNG1-007                                           1
## LUNG1-008                                           1
## LUNG1-009                                           1
## LUNG1-010                                           1
## LUNG1-011                                           1
## LUNG1-012                                           1
## LUNG1-013                                           1
## LUNG1-014                                           1
## LUNG1-015                                           1
## LUNG1-016                                           1
## LUNG1-017                                           1
## LUNG1-018                                           1
## LUNG1-019                                           1
## LUNG1-022                                           1
## LUNG1-024                                           1
## LUNG1-025                                           1
## LUNG1-026                                           1
## LUNG1-029                                           1
## LUNG1-030                                           1
## LUNG1-031                                           1
## LUNG1-032                                           1
## LUNG1-033                                           1
## LUNG1-034                                           1
## LUNG1-035                                           1
## LUNG1-036                                           1
## LUNG1-037                                           1
## LUNG1-038                                           1
## LUNG1-040                                           1
## LUNG1-041                                           1
## LUNG1-042                                           1
## LUNG1-043                                           1
## LUNG1-045                                           1
## LUNG1-046                                           1
## LUNG1-047                                           1
## LUNG1-048                                           1
## LUNG1-049                                           1
## LUNG1-050                                           1
## LUNG1-051                                           1
## LUNG1-052                                           1
## LUNG1-053                                           1
## LUNG1-054                                           1
## LUNG1-055                                           1
## LUNG1-057                                           1
## LUNG1-058                                           1
## LUNG1-059                                           1
## LUNG1-060                                           1
## LUNG1-061                                           1
## LUNG1-062                                           1
## LUNG1-063                                           1
## LUNG1-064                                           1
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## LUNG1-319                                      1
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## LUNG1-321                                      1
## LUNG1-322                                      1
## LUNG1-323                                      1
## LUNG1-324                                      1
## LUNG1-325                                      1
## LUNG1-326                                      1
## LUNG1-327                                      1
## LUNG1-329                                      1
## LUNG1-330                                      1
## LUNG1-331                                      1
## LUNG1-333                                      1
## LUNG1-334                                      1
## LUNG1-335                                      1
## LUNG1-336                                      1
## LUNG1-337                                      1
## LUNG1-339                                      1
## LUNG1-340                                      1
## LUNG1-341                                      1
## LUNG1-342                                      1
## LUNG1-343                                      1
## LUNG1-344                                      1
## LUNG1-345                                      1
## LUNG1-346                                      1
## LUNG1-347                                      1
## LUNG1-348                                      1
## LUNG1-349                                      1
## LUNG1-350                                      1
## LUNG1-351                                      1
## LUNG1-352                                      1
## LUNG1-354                                      1
## LUNG1-355                                      1
## LUNG1-356                                      1
## LUNG1-357                                      1
## LUNG1-358                                      1
## LUNG1-359                                      1
## LUNG1-360                                      1
## LUNG1-361                                      1
## LUNG1-362                                      1
## LUNG1-363                                      1
## LUNG1-364                                      1
## LUNG1-365                                      1
## LUNG1-366                                      1
## LUNG1-367                                      1
## LUNG1-368                                      1
## LUNG1-369                                      1
## LUNG1-370                                      1
## LUNG1-371                                      1
## LUNG1-372                                      1
## LUNG1-373                                      1
## LUNG1-374                                      1
## LUNG1-375                                      1
## LUNG1-376                                      1
## LUNG1-377                                      1
## LUNG1-378                                      1
## LUNG1-379                                      1
## LUNG1-380                                      1
## LUNG1-381                                      1
## LUNG1-382                                      1
## LUNG1-383                                      1
## LUNG1-384                                      1
## LUNG1-385                                      1
## LUNG1-386                                      1
## LUNG1-387                                      1
## LUNG1-388                                      1
## LUNG1-389                                      1
## LUNG1-390                                      1
## LUNG1-391                                      1
## LUNG1-392                                      1
## LUNG1-393                                      1
## LUNG1-395                                      1
## LUNG1-396                                      1
## LUNG1-397                                      1
## LUNG1-398                                      1
## LUNG1-399                                      1
## LUNG1-400                                      1
## LUNG1-401                                      1
## LUNG1-403                                      1
## LUNG1-404                                      1
## LUNG1-405                                      1
## LUNG1-406                                      1
## LUNG1-407                                      1
## LUNG1-408                                      1
## LUNG1-409                                      1
## LUNG1-410                                      1
## LUNG1-411                                      1
## LUNG1-412                                      1
## LUNG1-413                                      1
## LUNG1-414                                      1
## LUNG1-415                                      1
## LUNG1-416                                      1
## LUNG1-417                                      1
## LUNG1-418                                      1
## LUNG1-419                                      1
## LUNG1-420                                      1
## LUNG1-421                                      1
##           wavelet.LHL_gldm_DependenceVariance
## LUNG1-001                                   1
## LUNG1-002                                   1
## LUNG1-003                                   1
## LUNG1-004                                   1
## LUNG1-005                                   1
## LUNG1-006                                   1
## LUNG1-007                                   1
## LUNG1-008                                   1
## LUNG1-009                                   1
## LUNG1-010                                   1
## LUNG1-011                                   1
## LUNG1-012                                   1
## LUNG1-013                                   1
## LUNG1-014                                   1
## LUNG1-015                                   1
## LUNG1-016                                   1
## LUNG1-017                                   1
## LUNG1-018                                   1
## LUNG1-019                                   1
## LUNG1-022                                   1
## LUNG1-024                                   1
## LUNG1-025                                   1
## LUNG1-026                                   1
## LUNG1-029                                   1
## LUNG1-030                                   1
## LUNG1-031                                   1
## LUNG1-032                                   1
## LUNG1-033                                   1
## LUNG1-034                                   1
## LUNG1-035                                   1
## LUNG1-036                                   1
## LUNG1-037                                   1
## LUNG1-038                                   1
## LUNG1-040                                   1
## LUNG1-041                                   1
## LUNG1-042                                   1
## LUNG1-043                                   1
## LUNG1-045                                   1
## LUNG1-046                                   1
## LUNG1-047                                   1
## LUNG1-048                                   1
## LUNG1-049                                   1
## LUNG1-050                                   1
## LUNG1-051                                   1
## LUNG1-052                                   1
## LUNG1-053                                   1
## LUNG1-054                                   1
## LUNG1-055                                   1
## LUNG1-057                                   1
## LUNG1-058                                   1
## LUNG1-059                                   1
## LUNG1-060                                   1
## LUNG1-061                                   1
## LUNG1-062                                   1
## LUNG1-063                                   1
## LUNG1-064                                   1
## LUNG1-065                                   1
## LUNG1-067                                   1
## LUNG1-068                                   1
## LUNG1-070                                   1
## LUNG1-071                                   1
## LUNG1-072                                   1
## LUNG1-073                                   1
## LUNG1-074                                   1
## LUNG1-075                                   1
## LUNG1-076                                   1
## LUNG1-077                                   1
## LUNG1-078                                   1
## LUNG1-079                                   1
## LUNG1-081                                   1
## LUNG1-082                                   1
## LUNG1-084                                   1
## LUNG1-085                                   1
## LUNG1-086                                   1
## LUNG1-088                                   1
## LUNG1-089                                   1
## LUNG1-091                                   1
## LUNG1-092                                   1
## LUNG1-093                                   1
## LUNG1-095                                   1
## LUNG1-096                                   1
## LUNG1-097                                   1
## LUNG1-098                                   1
## LUNG1-099                                   1
## LUNG1-101                                   1
## LUNG1-102                                   1
## LUNG1-103                                   1
## LUNG1-104                                   1
## LUNG1-105                                   1
## LUNG1-106                                   1
## LUNG1-107                                   1
## LUNG1-108                                   1
## LUNG1-109                                   1
## LUNG1-110                                   1
## LUNG1-112                                   1
## LUNG1-113                                   1
## LUNG1-114                                   1
## LUNG1-115                                   1
## LUNG1-116                                   1
## LUNG1-117                                   1
## LUNG1-118                                   1
## LUNG1-119                                   1
## LUNG1-120                                   1
## LUNG1-121                                   1
## LUNG1-122                                   1
## LUNG1-123                                   1
## LUNG1-124                                   1
## LUNG1-125                                   1
## LUNG1-126                                   1
## LUNG1-127                                   1
## LUNG1-129                                   1
## LUNG1-130                                   1
## LUNG1-131                                   1
## LUNG1-132                                   1
## LUNG1-134                                   1
## LUNG1-135                                   1
## LUNG1-137                                   1
## LUNG1-139                                   1
## LUNG1-140                                   1
## LUNG1-141                                   1
## LUNG1-142                                   1
## LUNG1-143                                   1
## LUNG1-144                                   1
## LUNG1-145                                   1
## LUNG1-146                                   1
## LUNG1-147                                   1
## LUNG1-148                                   1
## LUNG1-149                                   1
## LUNG1-150                                   1
## LUNG1-151                                   1
## LUNG1-152                                   1
## LUNG1-153                                   1
## LUNG1-155                                   1
## LUNG1-156                                   1
## LUNG1-158                                   1
## LUNG1-159                                   1
## LUNG1-160                                   1
## LUNG1-162                                   1
## LUNG1-163                                   1
## LUNG1-164                                   1
## LUNG1-165                                   1
## LUNG1-166                                   1
## LUNG1-167                                   1
## LUNG1-168                                   1
## LUNG1-169                                   1
## LUNG1-170                                   1
## LUNG1-172                                   1
## LUNG1-173                                   1
## LUNG1-174                                   1
## LUNG1-175                                   1
## LUNG1-176                                   1
## LUNG1-177                                   1
## LUNG1-178                                   1
## LUNG1-179                                   1
## LUNG1-180                                   1
## LUNG1-181                                   1
## LUNG1-182                                   1
## LUNG1-183                                   1
## LUNG1-184                                   1
## LUNG1-186                                   1
## LUNG1-187                                   1
## LUNG1-188                                   1
## LUNG1-189                                   1
## LUNG1-190                                   1
## LUNG1-191                                   1
## LUNG1-192                                   1
## LUNG1-193                                   1
## LUNG1-195                                   1
## LUNG1-196                                   1
## LUNG1-197                                   1
## LUNG1-198                                   1
## LUNG1-199                                   1
## LUNG1-200                                   1
## LUNG1-201                                   1
## LUNG1-202                                   1
## LUNG1-203                                   1
## LUNG1-204                                   1
## LUNG1-205                                   1
## LUNG1-206                                   1
## LUNG1-207                                   1
## LUNG1-208                                   1
## LUNG1-209                                   1
## LUNG1-210                                   1
## LUNG1-211                                   1
## LUNG1-212                                   1
## LUNG1-213                                   1
## LUNG1-214                                   1
## LUNG1-215                                   1
## LUNG1-216                                   1
## LUNG1-217                                   1
## LUNG1-218                                   1
## LUNG1-219                                   1
## LUNG1-220                                   1
## LUNG1-221                                   1
## LUNG1-222                                   1
## LUNG1-223                                   1
## LUNG1-224                                   1
## LUNG1-225                                   1
## LUNG1-226                                   1
## LUNG1-227                                   1
## LUNG1-228                                   1
## LUNG1-229                                   1
## LUNG1-230                                   1
## LUNG1-231                                   1
## LUNG1-232                                   1
## LUNG1-233                                   1
## LUNG1-234                                   1
## LUNG1-235                                   1
## LUNG1-236                                   1
## LUNG1-237                                   1
## LUNG1-238                                   1
## LUNG1-239                                   1
## LUNG1-240                                   1
## LUNG1-242                                   1
## LUNG1-243                                   1
## LUNG1-244                                   1
## LUNG1-245                                   1
## LUNG1-247                                   1
## LUNG1-248                                   1
## LUNG1-250                                   1
## LUNG1-251                                   1
## LUNG1-252                                   1
## LUNG1-253                                   1
## LUNG1-254                                   1
## LUNG1-256                                   1
## LUNG1-257                                   1
## LUNG1-258                                   1
## LUNG1-259                                   1
## LUNG1-261                                   1
## LUNG1-262                                   1
## LUNG1-263                                   1
## LUNG1-264                                   1
## LUNG1-265                                   1
## LUNG1-266                                   1
## LUNG1-267                                   1
## LUNG1-268                                   1
## LUNG1-269                                   1
## LUNG1-270                                   1
## LUNG1-271                                   1
## LUNG1-272                                   1
## LUNG1-273                                   1
## LUNG1-274                                   1
## LUNG1-275                                   1
## LUNG1-276                                   1
## LUNG1-277                                   1
## LUNG1-279                                   1
## LUNG1-280                                   1
## LUNG1-281                                   1
## LUNG1-282                                   1
## LUNG1-283                                   1
## LUNG1-284                                   1
## LUNG1-285                                   1
## LUNG1-286                                   1
## LUNG1-288                                   1
## LUNG1-289                                   1
## LUNG1-290                                   1
## LUNG1-291                                   1
## LUNG1-292                                   1
## LUNG1-293                                   1
## LUNG1-294                                   1
## LUNG1-295                                   1
## LUNG1-296                                   1
## LUNG1-297                                   1
## LUNG1-298                                   1
## LUNG1-299                                   1
## LUNG1-300                                   1
## LUNG1-301                                   1
## LUNG1-302                                   1
## LUNG1-303                                   1
## LUNG1-304                                   1
## LUNG1-307                                   1
## LUNG1-308                                   1
## LUNG1-310                                   1
## LUNG1-311                                   1
## LUNG1-312                                   1
## LUNG1-313                                   1
## LUNG1-314                                   1
## LUNG1-316                                   1
## LUNG1-317                                   1
## LUNG1-318                                   1
## LUNG1-319                                   1
## LUNG1-320                                   1
## LUNG1-321                                   1
## LUNG1-322                                   1
## LUNG1-323                                   1
## LUNG1-324                                   1
## LUNG1-325                                   1
## LUNG1-326                                   1
## LUNG1-327                                   1
## LUNG1-329                                   1
## LUNG1-330                                   1
## LUNG1-331                                   1
## LUNG1-333                                   1
## LUNG1-334                                   1
## LUNG1-335                                   1
## LUNG1-336                                   1
## LUNG1-337                                   1
## LUNG1-339                                   1
## LUNG1-340                                   1
## LUNG1-341                                   1
## LUNG1-342                                   1
## LUNG1-343                                   1
## LUNG1-344                                   1
## LUNG1-345                                   1
## LUNG1-346                                   1
## LUNG1-347                                   1
## LUNG1-348                                   1
## LUNG1-349                                   1
## LUNG1-350                                   1
## LUNG1-351                                   1
## LUNG1-352                                   1
## LUNG1-354                                   1
## LUNG1-355                                   1
## LUNG1-356                                   1
## LUNG1-357                                   1
## LUNG1-358                                   1
## LUNG1-359                                   1
## LUNG1-360                                   1
## LUNG1-361                                   1
## LUNG1-362                                   1
## LUNG1-363                                   1
## LUNG1-364                                   1
## LUNG1-365                                   1
## LUNG1-366                                   1
## LUNG1-367                                   1
## LUNG1-368                                   1
## LUNG1-369                                   1
## LUNG1-370                                   1
## LUNG1-371                                   1
## LUNG1-372                                   1
## LUNG1-373                                   1
## LUNG1-374                                   1
## LUNG1-375                                   1
## LUNG1-376                                   1
## LUNG1-377                                   1
## LUNG1-378                                   1
## LUNG1-379                                   1
## LUNG1-380                                   1
## LUNG1-381                                   1
## LUNG1-382                                   1
## LUNG1-383                                   1
## LUNG1-384                                   1
## LUNG1-385                                   1
## LUNG1-386                                   1
## LUNG1-387                                   1
## LUNG1-388                                   1
## LUNG1-389                                   1
## LUNG1-390                                   1
## LUNG1-391                                   1
## LUNG1-392                                   1
## LUNG1-393                                   1
## LUNG1-395                                   1
## LUNG1-396                                   1
## LUNG1-397                                   1
## LUNG1-398                                   1
## LUNG1-399                                   1
## LUNG1-400                                   1
## LUNG1-401                                   1
## LUNG1-403                                   1
## LUNG1-404                                   1
## LUNG1-405                                   1
## LUNG1-406                                   1
## LUNG1-407                                   1
## LUNG1-408                                   1
## LUNG1-409                                   1
## LUNG1-410                                   1
## LUNG1-411                                   1
## LUNG1-412                                   1
## LUNG1-413                                   1
## LUNG1-414                                   1
## LUNG1-415                                   1
## LUNG1-416                                   1
## LUNG1-417                                   1
## LUNG1-418                                   1
## LUNG1-419                                   1
## LUNG1-420                                   1
## LUNG1-421                                   1
## 
## Slot "priors":
##       alpha beta     lambda delta
##  [1,]     1    1 0.59294733  0.01
##  [2,]     1    1 0.58293556  0.01
##  [3,]     1    1 0.09898599  0.01
##  [4,]     1    1 0.23875294  0.01
##  [5,]     1    1 0.20297480  0.01
##  [6,]     1    1 0.05089137  0.01
##  [7,]     1    1 0.54851252  0.01
##  [8,]     1    1 0.04751908  0.01
##  [9,]     1    1 0.05618775  0.01
## [10,]     1    1 0.31534701  0.01
## [11,]     1    1 0.06305280  0.01
## [12,]     1    1 0.07558030  0.01
## [13,]     1    1 0.27407521  0.01
## [14,]     1    1 0.58659284  0.01
## [15,]     1    1 0.58627416  0.01
## [16,]     1    1 0.09983517  0.01
## [17,]     1    1 0.16303270  0.01
## [18,]     1    1 0.06736884  0.01
## [19,]     1    1 0.43709911  0.01
## [20,]     1    1 0.72841699  0.01
## [21,]     1    1 0.60188137  0.01
## [22,]     1    1 0.32335874  0.01
## [23,]     1    1 0.18801457  0.01
## [24,]     1    1 0.47310009  0.01
## [25,]     1    1 0.43354508  0.01
## [26,]     1    1 0.68236814  0.01
## [27,]     1    1 0.10506506  0.01
## [28,]     1    1 0.84772229  0.01
## [29,]     1    1 0.21294393  0.01
## [30,]     1    1 0.25662298  0.01
## [31,]     1    1 0.78158789  0.01
## [32,]     1    1 0.35382248  0.01
## 
## 
## Slot "dataInteger":
## An object of class "VSLCMdataInteger"
## Slot "n":
## numeric(0)
## 
## Slot "d":
## numeric(0)
## 
## Slot "data":
##      [,1]
## [1,]   NA
## 
## Slot "notNA":
##      [,1]
## [1,]   NA
## 
## Slot "priors":
##      [,1]
## [1,]   NA
## 
## 
## Slot "dataCategorical":
## An object of class "VSLCMdataCategorical"
## Slot "n":
## [1] 377
## 
## Slot "d":
## [1] 1
## 
## Slot "data":
##        gender  
##   [1,] "male"  
##   [2,] "male"  
##   [3,] "male"  
##   [4,] "male"  
##   [5,] "male"  
##   [6,] "male"  
##   [7,] "male"  
##   [8,] "male"  
##   [9,] "male"  
##  [10,] "female"
##  [11,] "male"  
##  [12,] "male"  
##  [13,] "male"  
##  [14,] "male"  
##  [15,] "male"  
##  [16,] "male"  
##  [17,] "male"  
##  [18,] "male"  
##  [19,] "male"  
##  [20,] "male"  
##  [21,] "female"
##  [22,] "male"  
##  [23,] "male"  
##  [24,] "female"
##  [25,] "male"  
##  [26,] "male"  
##  [27,] "male"  
##  [28,] "male"  
##  [29,] "male"  
##  [30,] "male"  
##  [31,] "female"
##  [32,] "male"  
##  [33,] "female"
##  [34,] "female"
##  [35,] "female"
##  [36,] "male"  
##  [37,] "male"  
##  [38,] "female"
##  [39,] "male"  
##  [40,] "male"  
##  [41,] "female"
##  [42,] "male"  
##  [43,] "male"  
##  [44,] "male"  
##  [45,] "male"  
##  [46,] "male"  
##  [47,] "male"  
##  [48,] "male"  
##  [49,] "male"  
##  [50,] "male"  
##  [51,] "male"  
##  [52,] "male"  
##  [53,] "male"  
##  [54,] "female"
##  [55,] "female"
##  [56,] "male"  
##  [57,] "male"  
##  [58,] "male"  
##  [59,] "male"  
##  [60,] "male"  
##  [61,] "female"
##  [62,] "male"  
##  [63,] "male"  
##  [64,] "male"  
##  [65,] "female"
##  [66,] "male"  
##  [67,] "female"
##  [68,] "male"  
##  [69,] "male"  
##  [70,] "male"  
##  [71,] "male"  
##  [72,] "female"
##  [73,] "female"
##  [74,] "male"  
##  [75,] "male"  
##  [76,] "female"
##  [77,] "male"  
##  [78,] "male"  
##  [79,] "male"  
##  [80,] "female"
##  [81,] "male"  
##  [82,] "male"  
##  [83,] "male"  
##  [84,] "male"  
##  [85,] "female"
##  [86,] "female"
##  [87,] "male"  
##  [88,] "male"  
##  [89,] "male"  
##  [90,] "female"
##  [91,] "male"  
##  [92,] "male"  
##  [93,] "male"  
##  [94,] "female"
##  [95,] "male"  
##  [96,] "male"  
##  [97,] "female"
##  [98,] "male"  
##  [99,] "male"  
## [100,] "male"  
## [101,] "male"  
## [102,] "female"
## [103,] "male"  
## [104,] "male"  
## [105,] "male"  
## [106,] "female"
## [107,] "female"
## [108,] "male"  
## [109,] "female"
## [110,] "female"
## [111,] "male"  
## [112,] "female"
## [113,] "male"  
## [114,] "male"  
## [115,] "male"  
## [116,] "female"
## [117,] "male"  
## [118,] "male"  
## [119,] "female"
## [120,] "male"  
## [121,] "male"  
## [122,] "female"
## [123,] "male"  
## [124,] "male"  
## [125,] "male"  
## [126,] "male"  
## [127,] "male"  
## [128,] "male"  
## [129,] "female"
## [130,] "male"  
## [131,] "male"  
## [132,] "female"
## [133,] "female"
## [134,] "male"  
## [135,] "female"
## [136,] "male"  
## [137,] "male"  
## [138,] "male"  
## [139,] "female"
## [140,] "male"  
## [141,] "female"
## [142,] "male"  
## [143,] "male"  
## [144,] "male"  
## [145,] "male"  
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## [148,] "female"
## [149,] "male"  
## [150,] "male"  
## [151,] "female"
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## [154,] "male"  
## [155,] "female"
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## [165,] "male"  
## [166,] "male"  
## [167,] "female"
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## [169,] "female"
## [170,] "female"
## [171,] "male"  
## [172,] "female"
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## [174,] "male"  
## [175,] "male"  
## [176,] "female"
## [177,] "female"
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## [179,] "female"
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## [183,] "male"  
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## [186,] "female"
## [187,] "female"
## [188,] "male"  
## [189,] "male"  
## [190,] "female"
## [191,] "female"
## [192,] "female"
## [193,] "male"  
## [194,] "male"  
## [195,] "male"  
## [196,] "female"
## [197,] "female"
## [198,] "male"  
## [199,] "male"  
## [200,] "male"  
## [201,] "female"
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## [203,] "male"  
## [204,] "male"  
## [205,] "male"  
## [206,] "male"  
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## [208,] "female"
## [209,] "female"
## [210,] "male"  
## [211,] "male"  
## [212,] "male"  
## [213,] "male"  
## [214,] "male"  
## [215,] "male"  
## [216,] "female"
## [217,] "male"  
## [218,] "female"
## [219,] "female"
## [220,] "male"  
## [221,] "female"
## [222,] "male"  
## [223,] "male"  
## [224,] "female"
## [225,] "male"  
## [226,] "male"  
## [227,] "male"  
## [228,] "female"
## [229,] "female"
## [230,] "female"
## [231,] "male"  
## [232,] "female"
## [233,] "male"  
## [234,] "female"
## [235,] "male"  
## [236,] "male"  
## [237,] "male"  
## [238,] "male"  
## [239,] "male"  
## [240,] "male"  
## [241,] "male"  
## [242,] "male"  
## [243,] "male"  
## [244,] "male"  
## [245,] "female"
## [246,] "male"  
## [247,] "male"  
## [248,] "male"  
## [249,] "male"  
## [250,] "female"
## [251,] "male"  
## [252,] "male"  
## [253,] "male"  
## [254,] "male"  
## [255,] "female"
## [256,] "female"
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## [258,] "male"  
## [259,] "male"  
## [260,] "male"  
## [261,] "male"  
## [262,] "male"  
## [263,] "male"  
## [264,] "female"
## [265,] "male"  
## [266,] "male"  
## [267,] "male"  
## [268,] "male"  
## [269,] "male"  
## [270,] "male"  
## [271,] "female"
## [272,] "female"
## [273,] "male"  
## [274,] "male"  
## [275,] "female"
## [276,] "male"  
## [277,] "male"  
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## [279,] "male"  
## [280,] "male"  
## [281,] "female"
## [282,] "male"  
## [283,] "male"  
## [284,] "male"  
## [285,] "male"  
## [286,] "male"  
## [287,] "male"  
## [288,] "male"  
## [289,] "male"  
## [290,] "female"
## [291,] "male"  
## [292,] "male"  
## [293,] "male"  
## [294,] "female"
## [295,] "male"  
## [296,] "male"  
## [297,] "female"
## [298,] "male"  
## [299,] "male"  
## [300,] "male"  
## [301,] "male"  
## [302,] "male"  
## [303,] "male"  
## [304,] "male"  
## [305,] "female"
## [306,] "female"
## [307,] "female"
## [308,] "male"  
## [309,] "female"
## [310,] "female"
## [311,] "male"  
## [312,] "female"
## [313,] "female"
## [314,] "male"  
## [315,] "male"  
## [316,] "female"
## [317,] "female"
## [318,] "male"  
## [319,] "male"  
## [320,] "male"  
## [321,] "male"  
## [322,] "female"
## [323,] "male"  
## [324,] "male"  
## [325,] "male"  
## [326,] "male"  
## [327,] "female"
## [328,] "male"  
## [329,] "male"  
## [330,] "male"  
## [331,] "female"
## [332,] "male"  
## [333,] "female"
## [334,] "male"  
## [335,] "male"  
## [336,] "female"
## [337,] "female"
## [338,] "male"  
## [339,] "female"
## [340,] "male"  
## [341,] "male"  
## [342,] "male"  
## [343,] "male"  
## [344,] "male"  
## [345,] "female"
## [346,] "male"  
## [347,] "female"
## [348,] "male"  
## [349,] "female"
## [350,] "male"  
## [351,] "male"  
## [352,] "female"
## [353,] "female"
## [354,] "female"
## [355,] "male"  
## [356,] "female"
## [357,] "female"
## [358,] "male"  
## [359,] "female"
## [360,] "male"  
## [361,] "female"
## [362,] "male"  
## [363,] "female"
## [364,] "female"
## [365,] "male"  
## [366,] "male"  
## [367,] "female"
## [368,] "male"  
## [369,] "female"
## [370,] "female"
## [371,] "female"
## [372,] "male"  
## [373,] "male"  
## [374,] "male"  
## [375,] "male"  
## [376,] "male"  
## [377,] "female"
## 
## Slot "shortdata":
##        gender
##   [1,]      2
##   [2,]      2
##   [3,]      2
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## [363,]      1
## [364,]      1
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## [375,]      2
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## [377,]      1
## 
## Slot "weightdata":
##   [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
##  [38] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
##  [75] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [112] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [149] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [186] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [223] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [260] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [297] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [334] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## [371] 1 1 1 1 1 1 1
## 
## Slot "modalitynames":
## [[1]]
## [1] "female" "male"  
## 
## 
## 
## Slot "var.names":
##  [1] "gender"                                                   
##  [2] "age"                                                      
##  [3] "original_shape_VoxelVolume"                               
##  [4] "wavelet.HHL_glcm_ClusterProminence"                       
##  [5] "log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis"  
##  [6] "log.sigma.2.0.mm.3D_glcm_Autocorrelation"                 
##  [7] "log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis"  
##  [8] "wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis"         
##  [9] "wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis"    
## [10] "wavelet.HHH_glszm_GrayLevelNonUniformity"                 
## [11] "wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis"           
## [12] "wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis"     
## [13] "wavelet.HHH_glcm_ClusterProminence"                       
## [14] "wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis"           
## [15] "wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis"         
## [16] "wavelet.LLL_glcm_ClusterProminence"                       
## [17] "wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis"          
## [18] "wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis"     
## [19] "wavelet.HHH_glrlm_GrayLevelVariance"                      
## [20] "log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized"
## [21] "wavelet.HHH_glcm_Imc1"                                    
## [22] "original_glcm_Imc1"                                       
## [23] "log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis"   
## [24] "wavelet.LHH_glszm_GrayLevelNonUniformity"                 
## [25] "wavelet.LHH_firstorder_Skewness"                          
## [26] "wavelet.HHH_glszm_GrayLevelNonUniformityNormalized"       
## [27] "wavelet.LHH_glcm_Imc1"                                    
## [28] "log.sigma.5.0.mm.3D_firstorder_Kurtosis"                  
## [29] "log.sigma.5.0.mm.3D_firstorder_90Percentile"              
## [30] "wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis"          
## [31] "wavelet.HLH_glcm_DifferenceAverage"                       
## [32] "wavelet.HHH_firstorder_RootMeanSquared"                   
## [33] "wavelet.LHL_gldm_DependenceVariance"                      
## 
## 
## Slot "criteria":
## An object of class "VSLCMcriteria"
## Slot "loglikelihood":
## [1] 14936.65
## 
## Slot "AIC":
##   gender 
## 14358.65 
## 
## Slot "BIC":
## [1] 13222.23
## 
## Slot "ICL":
## [1] 1497.006
## 
## Slot "MICL":
## numeric(0)
## 
## Slot "nbparam":
## [1] 578
## 
## Slot "cvrate":
## numeric(0)
## 
## Slot "degeneracyrate":
## [1] 0
## 
## Slot "discrim":
##                                original_shape_VoxelVolume 
##                                                 49.744663 
##          wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis 
##                                                 44.807389 
##          wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis 
##                                                 20.138258 
##        wavelet.HHH_glszm_GrayLevelNonUniformityNormalized 
##                                                 -8.383695 
##    log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis 
##                                                 -9.247997 
##                                                    gender 
##                                                -10.408503 
##   log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis 
##                                                -17.078872 
##      wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis 
##                                                -27.426101 
##            wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis 
##                                                -56.505047 
##                  wavelet.LHH_glszm_GrayLevelNonUniformity 
##                                                -56.885904 
##            wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis 
##                                                -66.929075 
##                       wavelet.LHL_gldm_DependenceVariance 
##                                                -68.084664 
##           wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis 
##                                                -71.110547 
##                                     wavelet.HHH_glcm_Imc1 
##                                               -110.516422 
##                        wavelet.LLL_glcm_ClusterProminence 
##                                               -112.506137 
##                        wavelet.HLH_glcm_DifferenceAverage 
##                                               -119.380174 
##                                     wavelet.LHH_glcm_Imc1 
##                                               -122.157965 
##                  log.sigma.2.0.mm.3D_glcm_Autocorrelation 
##                                               -125.787928 
##                                                       age 
##                                               -131.567055 
##                        wavelet.HHL_glcm_ClusterProminence 
##                                               -132.839662 
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 
##                                               -141.798654 
##                       wavelet.HHH_glrlm_GrayLevelVariance 
##                                               -157.819072 
##                  wavelet.HHH_glszm_GrayLevelNonUniformity 
##                                               -166.395103 
##                                        original_glcm_Imc1 
##                                               -182.336688 
##                    wavelet.HHH_firstorder_RootMeanSquared 
##                                               -184.473330 
##           wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis 
##                                               -190.917260 
##      wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis 
##                                               -194.076794 
##                   log.sigma.5.0.mm.3D_firstorder_Kurtosis 
##                                               -198.539905 
##   log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis 
##                                               -225.805363 
##                           wavelet.LHH_firstorder_Skewness 
##                                               -244.469507 
##               log.sigma.5.0.mm.3D_firstorder_90Percentile 
##                                               -273.175828 
##     wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis 
##                                               -276.669571 
##                        wavelet.HHH_glcm_ClusterProminence 
##                                               -279.311957 
## 
## 
## Slot "partitions":
## An object of class "VSLCMpartitions"
## Slot "zMAP":
##   [1]  2  9 10  3  5 10  6 10 10 10 10 10  8  7  7  9 10  9  9 10  4 10  9  2  9
##  [26]  3  2  5  2  3 10  4  9  2  3  9  9  3  2  3 10  7  7  9  3  5 10  8  3 10
##  [51]  3  9  1  7  4  4  2  8  3  3  3 10  2  3  2  4  3  6  3  6  6  7  6  1 10
##  [76]  7  2  2  2  5  9  9  1  3  3  4  6  3  5  1  3  1  9  1  8  3  1 10  9  8
## [101]  6  7  3  3  4 10 10 10  7  4  8  9  4  3  1  6  9  4  9  9  3  8  8  3  6
## [126]  3 10  2  6 10  7  4  9  1  1  5  7  4  9  8  4  3  7  2  4  8  9  5  6  8
## [151]  4 10  7  9  4  5  6  4  4  3  4  1 10  9 10  1  3  7 10 10  3  9  9  3  6
## [176]  3  4 10  7  3 10  8  5  3  4  4 10  7  4  9  3  3  3 10  7  4 10 10  6 10
## [201] 10 10  5  1 10 10  6  8  4  3  3  2  4  3  6  8  2  6 10  1  6  1  8  6  3
## [226]  2  3  8  4  2  2  6  6  4  8  6  6  1  6  6  9  6  8  2  8  2  8  7  1  2
## [251]  6  8  3  1  2  2  3  2  4  6  1  6  6  6 10  6  9  3  9  3  1  2  2  1  5
## [276]  6  8  2  6  4 10  9  1  6  8  3  1  1  2  6  6  8  6  6  2  3  6  8  2  6
## [301]  8  5  2  3  1  1  9  2  4  2  3  4  4  6  2  6  1  2  2  6  6  8  6  1  8
## [326]  2  1  6  4  7  6  6  2  2  2  6  6  6  8  6  1  6  1  1  9  1  6  6  4  8
## [351]  2  1  2  6  4  1  2  2  6  7  6  6  3  3  3  2  6  2  4  6  1  2  2  5  2
## [376]  6  6
## 
## Slot "zOPT":
## numeric(0)
## 
## Slot "tik":
##              class-1       class-2       class-3       class-4       class-5
##   [1,]  0.000000e+00  1.000000e+00  2.289631e-09  3.637629e-73  3.995783e-40
##   [2,]  0.000000e+00  0.000000e+00  1.543511e-42 4.889383e-155  7.112548e-16
##   [3,]  0.000000e+00  0.000000e+00  2.430057e-65  5.063104e-47 2.962670e-143
##   [4,] 6.697872e-166 4.481402e-103  9.995121e-01  2.984559e-17  2.134828e-26
##   [5,]  0.000000e+00  0.000000e+00 1.926380e-131 4.083519e-154  1.000000e+00
##   [6,]  0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00  3.371313e-36
##   [7,]  1.772843e-20  1.055681e-57  3.388380e-53  1.174839e-14  0.000000e+00
##   [8,]  0.000000e+00  0.000000e+00  2.005884e-68  5.519225e-59  1.272434e-87
##   [9,]  0.000000e+00  0.000000e+00  4.754233e-11  1.224026e-47  1.857691e-26
##  [10,] 7.103711e-150  0.000000e+00  1.927706e-08  2.073515e-06  1.688494e-39
##  [11,]  0.000000e+00  0.000000e+00  1.616380e-23  3.145901e-51  2.270428e-51
##  [12,]  0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00  1.405638e-23
##  [13,] 4.364262e-128  1.376625e-70  3.477827e-15  7.231837e-21  0.000000e+00
##  [14,]  2.603458e-81  0.000000e+00  1.137421e-43  9.904285e-16 1.661718e-153
##  [15,]  0.000000e+00  0.000000e+00 1.651935e-119  9.667227e-09  0.000000e+00
##  [16,]  0.000000e+00  0.000000e+00  4.773880e-03  5.627258e-47  3.107325e-24
##  [17,]  0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00  1.192029e-22
##  [18,]  0.000000e+00  0.000000e+00  6.531963e-09  5.866495e-47  3.020566e-15
##  [19,] 9.124949e-284  0.000000e+00  7.469216e-04  1.199809e-39  7.227182e-23
##  [20,]  0.000000e+00  0.000000e+00  1.104720e-25  1.634498e-73  2.819016e-23
##  [21,] 2.509095e-232  0.000000e+00  4.860450e-23  1.000000e+00  0.000000e+00
##  [22,]  0.000000e+00  0.000000e+00  1.170312e-18  3.806368e-57  8.088025e-25
##  [23,] 1.254168e-297 1.160965e-144  1.042330e-04  7.637039e-37  2.242297e-19
##  [24,]  6.466956e-59  6.016627e-01  3.699070e-01  3.226690e-12  2.687071e-65
##  [25,] 1.879346e-210  0.000000e+00  1.658084e-06  1.206863e-41  5.538836e-11
##  [26,] 3.370054e-157  0.000000e+00  9.971882e-01  6.386898e-14  2.330336e-32
##  [27,] 1.596530e-143  1.000000e+00  9.551356e-11  1.736374e-36  7.626578e-19
##  [28,]  0.000000e+00  0.000000e+00 1.218179e-121 4.859959e-245  1.000000e+00
##  [29,] 7.921882e-252  1.000000e+00  1.084644e-11  5.001255e-38  2.260501e-45
##  [30,] 1.142718e-155  2.515293e-03  9.974739e-01  7.235622e-24  5.781741e-36
##  [31,] 1.258402e-177  0.000000e+00  6.526347e-03  2.902395e-26  4.840915e-20
##  [32,]  4.318952e-39  0.000000e+00  2.230973e-19  9.998185e-01 2.087844e-149
##  [33,]  0.000000e+00  0.000000e+00  3.372283e-08  2.500394e-44  2.061624e-16
##  [34,] 7.222765e-298  9.999998e-01  1.695035e-10  1.342666e-42  1.707635e-72
##  [35,] 6.094240e-136  0.000000e+00  1.000000e+00  4.834553e-14 2.812655e-103
##  [36,]  0.000000e+00  0.000000e+00  2.243163e-13  1.682863e-54  3.236855e-13
##  [37,]  0.000000e+00  2.155941e-84  1.487839e-08  2.761901e-50  8.817959e-16
##  [38,]  5.601104e-85  5.054787e-27  9.999848e-01  1.491021e-05 5.178337e-124
##  [39,] 2.832364e-292  9.999659e-01  3.414354e-05  2.179251e-44  2.616838e-43
##  [40,] 1.504258e-132  0.000000e+00  1.000000e+00  3.383028e-10 1.830177e-115
##  [41,]  0.000000e+00  0.000000e+00  1.125474e-93 3.416607e-111  3.317564e-44
##  [42,]  0.000000e+00  0.000000e+00 9.428893e-244  1.399177e-24  0.000000e+00
##  [43,]  0.000000e+00  0.000000e+00  0.000000e+00  1.349945e-97  0.000000e+00
##  [44,] 4.132411e-187  0.000000e+00  3.532948e-03  3.288675e-29  7.419665e-20
##  [45,]  0.000000e+00  1.237212e-40  9.999804e-01  8.061980e-31  5.559809e-70
##  [46,]  0.000000e+00  0.000000e+00  1.298263e-29  3.131903e-75  1.000000e+00
##  [47,] 6.116415e-177  0.000000e+00  1.163381e-02  8.730889e-19  1.750347e-32
##  [48,]  1.232367e-59  1.646467e-02  8.329942e-02  7.950866e-15  5.331023e-49
##  [49,] 5.147361e-232  7.882325e-17  1.000000e+00  1.123757e-18  7.446964e-91
##  [50,]  0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00  8.215519e-48
##  [51,]  5.534311e-61  1.212827e-08  9.999999e-01  1.120769e-15  3.494796e-43
##  [52,]  0.000000e+00 1.198922e-141  3.578886e-04  6.879948e-56  3.620391e-26
##  [53,]  1.000000e+00 8.764300e-143  2.320002e-86  1.662951e-09  0.000000e+00
##  [54,]  0.000000e+00  0.000000e+00  7.204387e-85  3.794958e-12  0.000000e+00
##  [55,]  3.985938e-34  1.368738e-39  2.485454e-09  1.000000e+00 3.430092e-245
##  [56,]  7.163342e-53 5.443412e-168  5.094856e-06  9.999949e-01 5.903707e-161
##  [57,]  0.000000e+00  1.000000e+00  2.499910e-15  9.875906e-80  2.023892e-31
##  [58,] 1.170887e-105  7.619174e-17  2.644556e-15  1.588345e-13 3.593804e-283
##  [59,] 5.378346e-188 7.375449e-155  9.999998e-01  3.140729e-16  4.743275e-57
##  [60,]  3.588114e-49 2.508509e-137  9.999640e-01  3.594756e-05 1.155595e-100
##  [61,]  1.767830e-90  3.064026e-79  1.000000e+00  4.003994e-09 5.245985e-164
##  [62,] 6.768699e-322  0.000000e+00  5.806099e-19  5.820121e-40  2.826830e-22
##  [63,] 3.360669e-152  9.962080e-01  1.677407e-04  3.872239e-22  3.218273e-50
##  [64,] 1.374835e-162  6.748004e-03  9.932124e-01  5.435598e-23  2.311648e-30
##  [65,]  5.762496e-88  1.000000e+00  1.057045e-09  1.658453e-30  1.551408e-28
##  [66,]  3.023612e-76  0.000000e+00  1.496223e-23  9.999953e-01 7.730543e-202
##  [67,] 2.918794e-154  0.000000e+00  1.000000e+00  9.881264e-28  1.791607e-53
##  [68,]  1.153100e-07 3.913479e-117  9.213139e-80  2.716801e-11  0.000000e+00
##  [69,] 5.180649e-172  0.000000e+00  1.000000e+00  7.392613e-23  4.355740e-80
##  [70,]  8.176378e-09 7.515985e-141  1.908940e-78  5.640699e-03  0.000000e+00
##  [71,]  3.373035e-11  1.257375e-77  1.562566e-47  6.545534e-10  0.000000e+00
##  [72,]  0.000000e+00  0.000000e+00  0.000000e+00  2.521052e-72 1.665587e-247
##  [73,]  1.218140e-23  6.993783e-19  5.101074e-15  2.911342e-08 1.530390e-167
##  [74,]  1.000000e+00  0.000000e+00  0.000000e+00  1.342952e-67  0.000000e+00
##  [75,]  0.000000e+00  0.000000e+00  4.751417e-61  2.771616e-09  3.117614e-57
##  [76,]  0.000000e+00  0.000000e+00 2.058960e-281  1.222948e-42  0.000000e+00
##  [77,]  0.000000e+00  1.000000e+00  2.231374e-50  0.000000e+00  2.584187e-24
##  [78,] 7.130832e-127  9.968425e-01  3.157515e-03  2.710824e-26  3.955874e-54
##  [79,] 1.394039e-129  9.996192e-01  3.807896e-04  2.193365e-25  8.379792e-43
##  [80,]  0.000000e+00  0.000000e+00  7.333771e-45 1.631085e-163  1.000000e+00
##  [81,]  0.000000e+00  0.000000e+00  1.976461e-17  2.181382e-68  3.747084e-19
##  [82,]  0.000000e+00 1.970853e-270  1.200090e-15 8.836056e-115  4.964413e-20
##  [83,]  1.000000e+00  0.000000e+00 2.687393e-242  4.505033e-33  0.000000e+00
##  [84,] 3.998719e-157  0.000000e+00  9.933798e-01  3.160801e-21  1.351103e-34
##  [85,] 1.521058e-100  2.353738e-11  9.999982e-01  3.472963e-18  4.429458e-45
##  [86,]  3.784625e-09  7.310087e-67  1.104597e-25  1.000000e+00  0.000000e+00
##  [87,]  3.359045e-03  1.720666e-94  1.028241e-52  5.784955e-04  0.000000e+00
##  [88,] 9.244894e-137 9.630650e-136  9.628477e-01  1.781505e-16  5.894826e-23
##  [89,]  0.000000e+00  0.000000e+00 3.894693e-269  0.000000e+00  1.000000e+00
##  [90,]  9.999620e-01 1.144560e-103  3.829852e-62  2.678618e-05  0.000000e+00
##  [91,] 7.343314e-104  0.000000e+00  1.000000e+00  1.255488e-08  4.551102e-35
##  [92,]  1.000000e+00  0.000000e+00 1.667881e-158  7.139528e-28  0.000000e+00
##  [93,] 2.785355e-244  0.000000e+00  2.843200e-08  1.105367e-38  7.070495e-17
##  [94,]  9.999999e-01  0.000000e+00  0.000000e+00  5.844845e-36  0.000000e+00
##  [95,]  6.370218e-88 1.305733e-123  1.746921e-90  9.354227e-22 1.091416e-241
##  [96,] 1.126184e-102  4.138137e-41  9.999999e-01  8.262570e-11  5.441069e-42
##  [97,]  1.000000e+00 2.163021e-196 1.678628e-109  2.114200e-17  0.000000e+00
##  [98,]  0.000000e+00  0.000000e+00  1.028249e-69 5.386904e-202  5.392735e-11
##  [99,]  0.000000e+00  0.000000e+00  3.470344e-27 1.199445e-105  1.956156e-10
## [100,] 6.565633e-100  2.804353e-36  1.803573e-25  5.426255e-25  0.000000e+00
## [101,]  3.495676e-05  6.531455e-82  1.774062e-61  2.486402e-10  0.000000e+00
## [102,]  7.169936e-21 3.421899e-320  5.132580e-85  6.538627e-10  0.000000e+00
## [103,] 6.950155e-227  0.000000e+00  9.998908e-01  3.876218e-46  3.181736e-31
## [104,]  7.023825e-89  0.000000e+00  9.999685e-01  9.352464e-11  3.087156e-27
## [105,]  2.864189e-14  6.256336e-78  5.258397e-41  9.999918e-01  0.000000e+00
## [106,]  0.000000e+00  0.000000e+00  2.013880e-12  1.302109e-31  1.925973e-32
## [107,]  0.000000e+00  0.000000e+00 6.212407e-278 4.647115e-115  3.287893e-48
## [108,] 9.751178e-183  0.000000e+00  7.063260e-04  8.483895e-10  2.625680e-38
## [109,]  4.839929e-02 2.115438e-115  2.272249e-47  1.622284e-03  0.000000e+00
## [110,]  1.906702e-82  0.000000e+00  3.489152e-21  1.000000e+00 1.000249e-110
## [111,]  2.292675e-98  4.512337e-15  1.276050e-06  6.013645e-13  2.935481e-80
## [112,] 2.808011e-173  0.000000e+00  7.601757e-06  1.165693e-40  2.551472e-09
## [113,]  7.467639e-63  0.000000e+00  8.154123e-15  1.000000e+00 1.556157e-309
## [114,]  1.501261e-94  4.319670e-98  1.000000e+00  2.687755e-18  1.554155e-44
## [115,]  1.000000e+00 5.182622e-198 3.780190e-104  6.500499e-15  0.000000e+00
## [116,]  6.397848e-12  4.620999e-50  1.078117e-46  1.587612e-11  0.000000e+00
## [117,]  0.000000e+00  0.000000e+00  7.014538e-17  2.626116e-81  1.543091e-03
## [118,]  8.720948e-06 9.499678e-153  6.769675e-52  9.925867e-01  0.000000e+00
## [119,]  0.000000e+00 2.846525e-310  1.194119e-14  1.686804e-68  7.373273e-11
## [120,]  0.000000e+00  0.000000e+00  3.607437e-17  3.096673e-79  2.835114e-12
## [121,]  0.000000e+00 2.645531e-161  9.870646e-01  1.828674e-61  3.587034e-42
## [122,]  2.843426e-89  3.183665e-28  2.474754e-21  1.760679e-23  0.000000e+00
## [123,] 2.149947e-244  1.334391e-16  2.369445e-17  1.178548e-33 9.079694e-149
## [124,]  6.005738e-75  1.401568e-26  7.602070e-01  1.025517e-06  1.580780e-79
## [125,]  3.365967e-06  3.789194e-55  3.154367e-31  2.124245e-03  0.000000e+00
## [126,]  3.412455e-96  0.000000e+00  9.999999e-01  2.946981e-13  1.208620e-50
## [127,]  0.000000e+00  0.000000e+00  9.364514e-39 2.415875e-105  1.377667e-16
## [128,]  0.000000e+00  1.000000e+00  5.558095e-17  1.261176e-70  4.122462e-51
## [129,]  2.257657e-05  1.016473e-50  1.312701e-34  3.676402e-08 1.043053e-265
## [130,] 8.645201e-301  0.000000e+00  1.686503e-09  4.199329e-47  9.554047e-23
## [131,]  4.564109e-84  0.000000e+00  1.050519e-63  4.001959e-04  0.000000e+00
## [132,]  2.614322e-23  0.000000e+00  2.493215e-50  9.885655e-01  0.000000e+00
## [133,] 9.039637e-177  0.000000e+00  1.093568e-02  2.960283e-29  2.833052e-18
## [134,]  1.000000e+00  0.000000e+00  0.000000e+00 2.575446e-104  0.000000e+00
## [135,]  1.000000e+00  0.000000e+00  0.000000e+00 7.424853e-127  0.000000e+00
## [136,]  0.000000e+00  0.000000e+00  8.023577e-35  5.956353e-73  1.000000e+00
## [137,]  0.000000e+00  0.000000e+00 9.608732e-200  6.524708e-29  0.000000e+00
## [138,]  1.530687e-51  0.000000e+00  8.937527e-09  1.000000e+00 3.224796e-113
## [139,]  0.000000e+00  0.000000e+00  5.941211e-15 1.616737e-109  8.296226e-15
## [140,]  6.836889e-79  2.636117e-20  1.720625e-10  3.068060e-06 1.023788e-168
## [141,]  0.000000e+00  0.000000e+00  4.539835e-64  9.970009e-01 3.458460e-323
## [142,]  5.190565e-51  0.000000e+00  9.999905e-01  9.493741e-06  3.704632e-92
## [143,]  0.000000e+00  0.000000e+00  0.000000e+00  5.040535e-87  0.000000e+00
## [144,] 4.694722e-151  9.965772e-01  3.203351e-03  5.008100e-37  7.207591e-54
## [145,]  3.285058e-60  0.000000e+00  5.357012e-16  1.000000e+00 2.274366e-125
## [146,]  7.302342e-80  5.737976e-30  1.242094e-07  9.563281e-06 2.205077e-272
## [147,]  0.000000e+00  0.000000e+00  4.797818e-18  3.859146e-73  1.959735e-13
## [148,]  0.000000e+00  0.000000e+00 1.239759e-126 7.897617e-301  9.999995e-01
## [149,]  1.894537e-10  9.156298e-44  5.862804e-32  1.445675e-06 6.590830e-192
## [150,] 4.207579e-106  2.862371e-14  1.471726e-02  1.241851e-07 7.104696e-120
## [151,]  5.833808e-04  3.580230e-78  1.791221e-36  9.993878e-01  0.000000e+00
## [152,]  0.000000e+00  0.000000e+00  9.015006e-33  2.425930e-41  5.460048e-19
## [153,]  0.000000e+00  0.000000e+00 7.793787e-114  6.515541e-17  0.000000e+00
## [154,]  0.000000e+00  0.000000e+00  7.331274e-30 3.411522e-117  1.881951e-07
## [155,]  1.659883e-87  0.000000e+00  6.686026e-17  1.000000e+00 1.499312e-192
## [156,]  0.000000e+00  0.000000e+00  1.423970e-56 1.829526e-153  1.000000e+00
## [157,]  3.287200e-19  7.869006e-70  3.493129e-44  1.668786e-07  0.000000e+00
## [158,]  9.056404e-12 3.480197e-122  1.018002e-58  1.000000e+00 1.158498e-212
## [159,]  5.271051e-23  6.747416e-89  4.047117e-12  1.000000e+00  0.000000e+00
## [160,]  0.000000e+00  0.000000e+00  9.994918e-01  1.506295e-44  6.441609e-48
## [161,]  4.512221e-75  0.000000e+00  2.279132e-03  9.977209e-01 6.837193e-140
## [162,]  1.000000e+00 1.192308e-263 3.736797e-159  3.870430e-32  0.000000e+00
## [163,] 5.696061e-312  0.000000e+00  2.506509e-13  9.621130e-29  4.537613e-39
## [164,]  0.000000e+00 2.469016e-220  1.097951e-05  1.675484e-46  4.220808e-18
## [165,]  0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00  2.514621e-18
## [166,]  1.000000e+00  0.000000e+00  0.000000e+00  5.540968e-68  0.000000e+00
## [167,]  0.000000e+00  0.000000e+00  9.996218e-01  1.510533e-33  7.278426e-58
## [168,]  6.704187e-29  0.000000e+00 3.183600e-136  2.932050e-23  0.000000e+00
## [169,]  0.000000e+00  0.000000e+00  9.751225e-88 2.357017e-315  9.572785e-37
## [170,]  0.000000e+00  0.000000e+00  7.455178e-68  2.654050e-63  3.405797e-35
## [171,] 8.587981e-152  0.000000e+00  9.955002e-01  3.177017e-06  3.823717e-80
## [172,] 7.339917e-268  0.000000e+00  1.939924e-05  1.656571e-30  4.514942e-18
## [173,] 1.080499e-245  0.000000e+00  2.925015e-04  6.025474e-42  4.233740e-16
## [174,] 4.173912e-306 1.553883e-117  9.936219e-01  3.002818e-32  4.395277e-31
## [175,]  5.737522e-08  1.258136e-58  1.225452e-39  1.365653e-08  0.000000e+00
## [176,]  1.059792e-71  0.000000e+00  9.993912e-01  6.088162e-04 6.103697e-128
## [177,]  0.000000e+00  0.000000e+00  1.786430e-38  9.999204e-01 2.020621e-109
## [178,]  0.000000e+00  0.000000e+00  1.114110e-31  4.543956e-50  1.072792e-25
## [179,]  0.000000e+00  0.000000e+00 2.499482e-155  3.491135e-18  0.000000e+00
## [180,]  2.365965e-63  4.543660e-07  9.996183e-01  1.672765e-14  1.792587e-84
## [181,] 4.299011e-190  0.000000e+00  8.036561e-10  4.707917e-13  3.124101e-45
## [182,]  3.731476e-98  4.732134e-18  1.716737e-04  2.911170e-08 8.949725e-123
## [183,]  0.000000e+00  0.000000e+00  2.239594e-41  1.452431e-93  1.000000e+00
## [184,] 1.080324e-244 8.732006e-215  9.999999e-01  8.322041e-08 5.804086e-140
## [185,]  5.859445e-06 5.617843e-101  5.390517e-50  9.999941e-01  0.000000e+00
## [186,] 3.757939e-156  0.000000e+00  1.493753e-18  1.000000e+00 9.913735e-112
## [187,] 4.790689e-278  0.000000e+00  6.320193e-08  9.724800e-31  5.819683e-28
## [188,]  1.969000e-60  0.000000e+00  1.436643e-56  1.322595e-01  0.000000e+00
## [189,]  1.269551e-37  0.000000e+00  4.512923e-65  9.990334e-01  0.000000e+00
## [190,]  0.000000e+00  0.000000e+00  3.453163e-22  3.178152e-84  5.967941e-16
## [191,] 1.616335e-299  0.000000e+00  9.999667e-01  1.090803e-32  9.420704e-60
## [192,]  8.545390e-54  2.362028e-28  1.000000e+00  9.172552e-11  1.805969e-62
## [193,] 3.637886e-146  0.000000e+00  9.999778e-01  1.307513e-16  1.190982e-51
## [194,]  0.000000e+00  0.000000e+00  1.910756e-31 4.430616e-141  2.861086e-22
## [195,]  0.000000e+00  0.000000e+00 3.415138e-146  2.906569e-31  1.389646e-42
## [196,] 3.369906e-110  0.000000e+00  1.861011e-15  9.999898e-01 1.374637e-143
## [197,]  0.000000e+00  0.000000e+00  2.570764e-26 4.378456e-100  1.951444e-14
## [198,]  0.000000e+00  0.000000e+00  1.047297e-04  6.504795e-25  9.683042e-73
## [199,]  1.455906e-52  3.293912e-30  3.433893e-18  3.831510e-08  0.000000e+00
## [200,] 7.112839e-216  0.000000e+00  1.368435e-06  7.971921e-20  5.201760e-37
## [201,]  0.000000e+00  0.000000e+00  2.970380e-31 8.936634e-117  8.461404e-55
## [202,]  0.000000e+00  0.000000e+00  1.201737e-10 8.864187e-104  5.832543e-72
## [203,]  0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00  1.000000e+00
## [204,]  1.000000e+00 2.244674e-224 2.741354e-187  1.140948e-43  0.000000e+00
## [205,] 3.438448e-276  0.000000e+00  1.741387e-10  3.520176e-26  3.921067e-21
## [206,]  0.000000e+00  0.000000e+00  7.663322e-10 9.102878e-225 1.080869e-128
## [207,]  3.533060e-06  3.192712e-78  1.392517e-43  1.337685e-05  0.000000e+00
## [208,]  2.162836e-79  2.803022e-01  2.338346e-01  4.079565e-11  5.771628e-64
## [209,] 7.967526e-166 9.217262e-292  3.778886e-05  9.999622e-01  1.284966e-67
## [210,] 3.358602e-260  2.566272e-02  9.132673e-01  4.989683e-41  1.666076e-35
## [211,] 6.118343e-100  2.178102e-16  1.000000e+00  5.264324e-12  1.195160e-44
## [212,] 3.584748e-197  9.999979e-01  4.152889e-07  4.934908e-35  5.750658e-54
## [213,]  8.331436e-46  0.000000e+00  4.044233e-27  1.000000e+00  0.000000e+00
## [214,] 7.712383e-136  0.000000e+00  1.000000e+00  3.857231e-10  1.664837e-81
## [215,]  4.414780e-21  1.295048e-15  2.363493e-13  1.987096e-07 1.641575e-101
## [216,]  4.308066e-88  9.783848e-47  2.563544e-32  1.656096e-14  0.000000e+00
## [217,] 4.855472e-207  9.999264e-01  7.016564e-07  4.901621e-35  2.032892e-19
## [218,]  5.855157e-18  2.324086e-40  2.426915e-30  3.675900e-07 4.497814e-295
## [219,]  0.000000e+00  0.000000e+00  3.742729e-28  4.017053e-77  4.559926e-25
## [220,]  1.000000e+00 9.220481e-239 1.094001e-179  2.041773e-25  0.000000e+00
## [221,]  1.852594e-07  7.153069e-64  1.882258e-48  6.100945e-09  0.000000e+00
## [222,]  9.997246e-01  1.209225e-85  5.212529e-39  2.752057e-04 2.850893e-297
## [223,] 7.293094e-132  1.908137e-81  8.349144e-48  6.021448e-29  0.000000e+00
## [224,]  5.324704e-07  8.983509e-57  1.697688e-36  4.467934e-03  0.000000e+00
## [225,] 1.105094e-132  1.555142e-39  9.999999e-01  1.978473e-32  5.185380e-32
## [226,] 8.313028e-270  1.000000e+00  5.531774e-09  1.946147e-43  7.518178e-50
## [227,] 9.968611e-140  0.000000e+00  1.000000e+00  1.933393e-17  3.956724e-82
## [228,]  7.869234e-83  1.220263e-27  3.082430e-29  3.937180e-16 1.038825e-164
## [229,]  9.025204e-19  1.698785e-62  2.043418e-14  1.000000e+00 1.187885e-163
## [230,] 2.263842e-243  9.993093e-01  1.641842e-08  1.917920e-47  4.632928e-12
## [231,] 8.809550e-316  9.999897e-01  2.973967e-07  2.286413e-39  1.785914e-57
## [232,]  1.454715e-87  9.421080e-07  2.430479e-05  1.713718e-11 1.364574e-159
## [233,]  6.594291e-32  8.064241e-47  1.176983e-35  2.526888e-09  0.000000e+00
## [234,]  1.540884e-19  1.673030e-66  8.604793e-24  1.000000e+00  0.000000e+00
## [235,] 1.829156e-164  1.835129e-26  5.558708e-18  1.805352e-15  0.000000e+00
## [236,]  1.863815e-98  1.184682e-04  2.261141e-04  1.182373e-15  7.163232e-78
## [237,]  8.297289e-92  1.124233e-20  1.845240e-13  1.504449e-10 1.156049e-303
## [238,]  1.000000e+00 7.297353e-282 9.487059e-184  1.528940e-36  0.000000e+00
## [239,]  1.654333e-47  1.472422e-35  1.051955e-28  2.934967e-11 8.398367e-242
## [240,]  5.909424e-11  4.206890e-65  3.153927e-37  6.514780e-08 1.693073e-278
## [241,]  0.000000e+00 5.444024e-109  7.147053e-16  1.045999e-70  5.746920e-18
## [242,]  4.341462e-70  1.467457e-09  1.381044e-10  1.352961e-12 4.838070e-104
## [243,] 1.027311e-208  7.173484e-22  1.225727e-17  3.236583e-21  0.000000e+00
## [244,]  0.000000e+00  1.000000e+00  7.989239e-14  5.941969e-60  1.853491e-46
## [245,]  3.940995e-41  3.113739e-25  1.021579e-16  5.850313e-05  1.504292e-84
## [246,]  3.250961e-51  8.621192e-01  4.069067e-06  3.762985e-14  1.752768e-49
## [247,] 2.494925e-242  3.576729e-06  3.425325e-04  3.425472e-18  2.726318e-74
## [248,]  0.000000e+00  0.000000e+00 7.299490e-316  4.089279e-35  0.000000e+00
## [249,]  1.000000e+00  0.000000e+00  0.000000e+00 5.126067e-154  0.000000e+00
## [250,]  0.000000e+00  1.000000e+00  3.320856e-20  2.077239e-71  2.891491e-29
## [251,]  1.701604e-38  2.128523e-21  1.508326e-18  6.064804e-08 5.353568e-156
## [252,]  0.000000e+00  8.183736e-13  3.178130e-08  5.744411e-39 1.255405e-132
## [253,]  0.000000e+00  9.997866e-85  1.000000e+00  1.656192e-20  2.720720e-73
## [254,]  1.000000e+00  0.000000e+00  0.000000e+00 4.005777e-104  0.000000e+00
## [255,] 8.056550e-272  1.000000e+00  3.672085e-08  1.418155e-37  5.586766e-43
## [256,] 1.974030e-237  1.000000e+00  1.668549e-14  6.884153e-43  2.303268e-72
## [257,] 1.175532e-136 1.174783e-160  9.999993e-01  1.038453e-21  8.076235e-43
## [258,] 1.108916e-224  9.946007e-01  3.523995e-03  3.186979e-36  1.042066e-24
## [259,]  1.408274e-46 1.857687e-320  4.168330e-10  1.000000e+00  1.244373e-82
## [260,]  2.499554e-62  1.008476e-08  9.164330e-08  3.609537e-08  4.303980e-74
## [261,]  1.000000e+00 7.674773e-166 4.946378e-126  8.794718e-28  0.000000e+00
## [262,]  1.279752e-31  2.994092e-85  1.208301e-79  6.370183e-23  0.000000e+00
## [263,]  1.451934e-84  7.696390e-11  6.336327e-11  8.386844e-10 2.092317e-118
## [264,]  1.192813e-34  1.358943e-16  2.034128e-10  4.784026e-04  1.222721e-82
## [265,] 1.572477e-225  0.000000e+00  1.623004e-05  1.091255e-20  2.293647e-14
## [266,]  3.071115e-94  1.564453e-01  1.120684e-02  5.365729e-09  1.073224e-46
## [267,]  0.000000e+00  0.000000e+00  3.012427e-10 1.385105e-118  2.190407e-19
## [268,] 2.849860e-148  0.000000e+00  9.950565e-01  3.964224e-15  2.852836e-19
## [269,]  0.000000e+00  0.000000e+00  6.381644e-22  1.517911e-69  2.223736e-19
## [270,] 2.742821e-283  8.109505e-03  9.918866e-01  8.455534e-31  4.679769e-85
## [271,]  1.000000e+00  0.000000e+00 1.016907e-284  7.228612e-67  0.000000e+00
## [272,]  0.000000e+00  1.000000e+00  4.887011e-17  4.225975e-59  1.150394e-41
## [273,]  0.000000e+00  1.000000e+00  2.044320e-13  7.728133e-58  2.217321e-48
## [274,]  1.000000e+00  0.000000e+00 5.314625e-272  2.080666e-37  0.000000e+00
## [275,]  0.000000e+00  0.000000e+00  1.155407e-93 6.593721e-141  1.000000e+00
## [276,]  1.618533e-14  1.614542e-59  3.742630e-66  5.374517e-19  0.000000e+00
## [277,]  0.000000e+00  4.046796e-48  1.252416e-35  1.394574e-32 1.253186e-160
## [278,] 8.641306e-137  1.000000e+00  1.037463e-11  3.177360e-29  9.931992e-58
## [279,]  9.590664e-27  4.401777e-22  5.723569e-17  2.129801e-08 1.014968e-188
## [280,]  3.601039e-59  0.000000e+00  2.314228e-16  1.000000e+00 8.897233e-150
## [281,]  0.000000e+00  0.000000e+00  9.425247e-31  1.207874e-27  6.290501e-17
## [282,] 5.762047e-312  6.559366e-74  6.032698e-10  1.741206e-49  4.637681e-20
## [283,]  9.414029e-01 8.500839e-149  6.318966e-69  2.607046e-02  0.000000e+00
## [284,]  2.461067e-40  7.540387e-34  3.386911e-30  3.734292e-12 2.460516e-247
## [285,] 1.276688e-123  5.197336e-25  3.136989e-28  6.082668e-31 1.944200e-261
## [286,] 1.618469e-201 1.255663e-180  1.000000e+00  2.016542e-36  9.784431e-35
## [287,]  1.000000e+00  0.000000e+00 5.367457e-236  1.129538e-39  0.000000e+00
## [288,]  1.000000e+00  0.000000e+00 3.605298e-253  1.911571e-46  0.000000e+00
## [289,] 4.158651e-164  1.000000e+00  2.959559e-11  4.313377e-41  4.868760e-13
## [290,]  1.095705e-15 7.269710e-119  1.092334e-66  1.964342e-10  0.000000e+00
## [291,]  7.322160e-82  1.693033e-16  3.039609e-13  9.184993e-14 2.337261e-149
## [292,] 5.967945e-275  9.817470e-31  9.461206e-30  3.393066e-37  0.000000e+00
## [293,]  3.006210e-12 1.637753e-118  1.527848e-76  4.956836e-09  0.000000e+00
## [294,]  3.923883e-27  3.128663e-73  3.476176e-64  1.015442e-15  0.000000e+00
## [295,]  0.000000e+00  7.975689e-01  1.307863e-08  2.229608e-34  1.150313e-59
## [296,]  4.434414e-95  1.979469e-13  1.000000e+00  4.612490e-20  3.639967e-31
## [297,]  7.847256e-56  1.954913e-11  1.632960e-04  1.212599e-05  1.088323e-61
## [298,] 1.712615e-103  3.325906e-13  8.671852e-07  6.384700e-10 2.210007e-116
## [299,] 2.057383e-230  9.999599e-01  5.442247e-08  1.024015e-27  1.437898e-51
## [300,]  1.175681e-24  3.930136e-55  2.960492e-39  3.587615e-09  0.000000e+00
## [301,]  2.532411e-86  4.696926e-13  5.080694e-06  1.604622e-06 4.340460e-161
## [302,]  0.000000e+00  0.000000e+00  8.627264e-15  1.522389e-64  9.999989e-01
## [303,] 2.771741e-293  1.000000e+00  1.602574e-11  3.508431e-46  2.628364e-42
## [304,] 1.158401e-109  5.287147e-18  1.000000e+00  9.897646e-10  3.788280e-79
## [305,]  1.000000e+00 2.258152e-173 8.453000e-115  9.105609e-24  0.000000e+00
## [306,]  1.000000e+00 3.354884e-274 1.285790e-177  5.542023e-31  0.000000e+00
## [307,]  0.000000e+00  2.512606e-06  7.006400e-10  1.681115e-70  5.740025e-22
## [308,]  0.000000e+00  9.998600e-01  1.094530e-13  1.440591e-63  2.602734e-83
## [309,]  5.155639e-37 2.698078e-220  3.065673e-11  1.000000e+00 4.113301e-164
## [310,] 1.492421e-143  9.921480e-01  8.191650e-05  6.727316e-20  4.481702e-70
## [311,] 2.207441e-226  1.112051e-07  9.998747e-01  2.286983e-28  1.923396e-30
## [312,]  7.687783e-16  9.463941e-25  1.326376e-08  9.983238e-01 8.701421e-123
## [313,]  1.047136e-07  1.149826e-34  3.714370e-26  9.999999e-01 2.245373e-305
## [314,]  1.465501e-30  4.244973e-93  1.661651e-47  1.965018e-12  0.000000e+00
## [315,] 4.672753e-208  9.999999e-01  2.560463e-08  8.775417e-32  4.093628e-48
## [316,]  7.526925e-79  9.740822e-11  8.124778e-10  2.467424e-13  4.535677e-69
## [317,]  9.999999e-01 2.454495e-123  1.920429e-72  9.922360e-10  0.000000e+00
## [318,] 5.362413e-240  9.999990e-01  9.889390e-07  4.978694e-24  1.552044e-65
## [319,] 3.604522e-182  1.000000e+00  5.649429e-17  5.850924e-35  7.338578e-72
## [320,]  1.414499e-57  3.100194e-38  4.035831e-33  1.697764e-07  0.000000e+00
## [321,]  2.214013e-20  5.088627e-38  2.782910e-52  8.497026e-16 6.916919e-322
## [322,]  0.000000e+00  3.261100e-83  1.207977e-60  3.818694e-44 1.873923e-152
## [323,]  2.100685e-42  1.280361e-25  5.253354e-24  1.066206e-13 2.282153e-151
## [324,]  1.000000e+00 2.989240e-169 8.977892e-135  1.245132e-26  0.000000e+00
## [325,]  0.000000e+00  1.673406e-33  2.997389e-42  6.646690e-89  0.000000e+00
## [326,] 2.549379e-321  1.000000e+00  6.870784e-11  2.088202e-46  7.383008e-41
## [327,]  1.000000e+00 5.890127e-156  1.610214e-84  4.124460e-14  0.000000e+00
## [328,]  8.037398e-77  8.101900e-20  5.153645e-18  7.870577e-12 6.472451e-266
## [329,]  2.400058e-30  0.000000e+00 1.134559e-103  1.000000e+00 6.786524e-308
## [330,]  9.339436e-15 1.125237e-278 1.962141e-114  5.381190e-20  0.000000e+00
## [331,]  1.162401e-67  2.517280e-06  9.275861e-18  2.653281e-15 1.983303e-145
## [332,]  1.224304e-93  1.123748e-09  2.692144e-09  1.264613e-11 6.980397e-132
## [333,]  0.000000e+00  1.000000e+00  1.262770e-15  5.455808e-60  2.051857e-48
## [334,] 3.897486e-253  9.999998e-01  3.523611e-17  1.358977e-36  3.187055e-83
## [335,]  0.000000e+00  1.000000e+00  6.151111e-27  7.525299e-87  1.375664e-41
## [336,]  3.880646e-37  1.685569e-36  1.211962e-28  3.563588e-12  0.000000e+00
## [337,]  9.354043e-15  2.506317e-62  7.878853e-51  1.462908e-09  0.000000e+00
## [338,]  1.228371e-52  3.706398e-02  1.087625e-03  7.140214e-17  1.752372e-64
## [339,]  0.000000e+00 3.126558e-104  4.132497e-95  1.652287e-83 1.253036e-228
## [340,]  3.217095e-59  3.197330e-25  2.762876e-18  6.578573e-13  0.000000e+00
## [341,]  1.000000e+00 8.294924e-141  3.695110e-94  2.293452e-18  0.000000e+00
## [342,]  1.070944e-51  4.075850e-14  1.363354e-18  9.304207e-13 1.662107e-181
## [343,]  1.000000e+00 8.929640e-268 1.479788e-187  2.931738e-24  0.000000e+00
## [344,]  1.000000e+00  0.000000e+00  0.000000e+00  5.878139e-84  0.000000e+00
## [345,] 5.410564e-247 9.437147e-202  5.536197e-06  7.853314e-35  9.075288e-15
## [346,]  9.999940e-01 1.691693e-105  4.029692e-85  8.101852e-18  0.000000e+00
## [347,]  6.500638e-69  2.438721e-41  2.166799e-33  5.585724e-10  0.000000e+00
## [348,]  5.148151e-70  3.130333e-06  1.893690e-09  1.581764e-14  2.456929e-87
## [349,]  8.139546e-43  0.000000e+00  2.671278e-18  1.000000e+00 7.593973e-286
## [350,] 1.860699e-114  4.751817e-40  9.061404e-16  3.761761e-06  0.000000e+00
## [351,]  0.000000e+00  9.998237e-01  8.047328e-11  3.518686e-37  3.722714e-61
## [352,]  1.000000e+00  0.000000e+00  0.000000e+00 3.513908e-195  0.000000e+00
## [353,]  0.000000e+00  1.000000e+00  3.804783e-23  6.630920e-92  5.991449e-43
## [354,]  5.077391e-93  1.342457e-04  3.132364e-08  2.872647e-12  1.264060e-72
## [355,] 1.409426e-113  0.000000e+00  5.003121e-15  1.000000e+00 5.629158e-109
## [356,]  9.998221e-01 1.917827e-153  1.068174e-96  6.230757e-08  0.000000e+00
## [357,]  0.000000e+00  1.000000e+00  5.897731e-18  1.659088e-60  6.839715e-31
## [358,] 1.081129e-150  1.000000e+00  1.994504e-10  2.352084e-27  5.876573e-70
## [359,]  4.182468e-41  2.115642e-21  2.982147e-23  2.252172e-11 1.672817e-264
## [360,]  0.000000e+00  0.000000e+00  0.000000e+00  1.611714e-92  4.432785e-30
## [361,] 6.726730e-104  1.433470e-09  1.249371e-12  9.087214e-12 3.811104e-105
## [362,]  6.351242e-33  2.540146e-20  4.044739e-14  1.389787e-09 3.182362e-159
## [363,] 1.137992e-196  0.000000e+00  9.995169e-01  6.619900e-18  7.441899e-24
## [364,]  3.302497e-76  0.000000e+00  9.992191e-01  4.855121e-06  1.333277e-66
## [365,] 8.758422e-187  0.000000e+00  9.999997e-01  7.452342e-27  3.661991e-59
## [366,] 1.572528e-275  8.877603e-01  1.328692e-07  1.300952e-33 9.642636e-139
## [367,]  8.656029e-09 6.030986e-104  3.734363e-70  9.791571e-12  0.000000e+00
## [368,] 1.092666e-101  9.999934e-01  6.856148e-08  2.655948e-22  3.434626e-50
## [369,] 5.062405e-141  0.000000e+00  2.788725e-34  9.998166e-01 1.935337e-258
## [370,]  1.669062e-22  7.600874e-75  3.630482e-49  6.597657e-10  0.000000e+00
## [371,]  1.000000e+00 4.940656e-324 5.747297e-152  3.403213e-20  0.000000e+00
## [372,] 8.152297e-102  9.997191e-01  5.033013e-05  1.535933e-21  9.635685e-37
## [373,] 2.474651e-240  1.000000e+00  3.370689e-16  1.257047e-45  2.983824e-70
## [374,]  0.000000e+00  0.000000e+00 2.971606e-126 3.686516e-157  1.000000e+00
## [375,] 5.393066e-220  1.000000e+00  1.344991e-15  8.448823e-36  7.353852e-83
## [376,]  1.865734e-35  7.632395e-35  2.087202e-53  7.879655e-20 4.940656e-324
## [377,]  2.754500e-86  1.615192e-03  3.113535e-07  9.666617e-18  3.505036e-60
##              class-6       class-7       class-8       class-9      class-10
##   [1,]  1.619032e-30  1.406433e-72  1.187806e-10  3.775086e-13  4.807062e-18
##   [2,]  0.000000e+00 3.410110e-112  0.000000e+00  1.000000e+00  4.295330e-09
##   [3,]  0.000000e+00  4.066389e-14  0.000000e+00  1.305572e-61  1.000000e+00
##   [4,] 7.798479e-291  3.211766e-34 5.573060e-321  1.296766e-04  3.582293e-04
##   [5,]  0.000000e+00  5.857658e-66  0.000000e+00  7.147803e-56  2.313656e-24
##   [6,]  0.000000e+00  1.864829e-77  0.000000e+00 3.350734e-123  1.000000e+00
##   [7,]  1.000000e+00  4.596635e-18  8.582051e-17 6.921234e-165 1.547452e-106
##   [8,]  0.000000e+00  3.154126e-19  0.000000e+00  9.394232e-46  1.000000e+00
##   [9,]  0.000000e+00  1.385527e-45  0.000000e+00  1.674995e-06  9.999983e-01
##  [10,]  0.000000e+00  2.271676e-10  0.000000e+00  3.122887e-23  9.999979e-01
##  [11,]  0.000000e+00  4.292578e-44  0.000000e+00  3.360238e-17  1.000000e+00
##  [12,]  0.000000e+00 2.375030e-213  0.000000e+00  4.303877e-80  1.000000e+00
##  [13,]  1.101751e-30  1.102857e-22  1.000000e+00 5.841985e-314  2.972788e-29
##  [14,]  0.000000e+00  1.000000e+00  1.256399e-98  9.460818e-86  1.963148e-18
##  [15,]  0.000000e+00  1.000000e+00  0.000000e+00 3.105910e-253  8.635323e-68
##  [16,]  0.000000e+00  1.148094e-63  0.000000e+00  9.942823e-01  9.438312e-04
##  [17,]  0.000000e+00 2.489999e-156  0.000000e+00  2.232625e-39  1.000000e+00
##  [18,]  0.000000e+00  4.173496e-61  0.000000e+00  1.000000e+00  1.145727e-10
##  [19,]  0.000000e+00  4.336557e-51  0.000000e+00  9.992505e-01  2.614603e-06
##  [20,]  0.000000e+00  3.095094e-55  0.000000e+00  1.033403e-04  9.998967e-01
##  [21,]  0.000000e+00  3.436197e-10  0.000000e+00 3.746920e-115  9.741857e-26
##  [22,]  0.000000e+00  2.807328e-43  0.000000e+00  5.874708e-03  9.941253e-01
##  [23,]  0.000000e+00  9.119517e-56  0.000000e+00  9.998958e-01  1.187679e-11
##  [24,]  2.836497e-02  8.533663e-21  6.532147e-05  2.064538e-26  1.762104e-10
##  [25,]  0.000000e+00  9.508667e-42  0.000000e+00  9.999983e-01  5.497305e-10
##  [26,]  0.000000e+00  4.816234e-27  0.000000e+00  6.807457e-09  2.811813e-03
##  [27,]  5.533993e-16  1.312671e-41  7.809644e-15  8.298408e-09  1.648199e-17
##  [28,]  0.000000e+00 3.519831e-108  0.000000e+00  4.239706e-57  3.900996e-61
##  [29,]  9.727554e-20  9.630275e-52  3.485304e-12  1.142759e-21  2.285727e-34
##  [30,]  7.540759e-47  8.559275e-37  1.221184e-48  1.065965e-05  1.349388e-07
##  [31,]  0.000000e+00  1.278200e-23  0.000000e+00  1.963201e-03  9.915105e-01
##  [32,]  0.000000e+00  1.814946e-04  0.000000e+00  3.105978e-67  7.448747e-12
##  [33,]  0.000000e+00  2.599968e-56  0.000000e+00  9.999999e-01  3.349403e-08
##  [34,]  5.173292e-24  5.700174e-55  1.759612e-07  6.567219e-25  4.188121e-23
##  [35,]  0.000000e+00  7.815816e-27  0.000000e+00  4.169304e-33  1.809311e-09
##  [36,]  0.000000e+00  1.962785e-60  0.000000e+00  1.000000e+00  1.754569e-13
##  [37,]  0.000000e+00  5.974384e-67  0.000000e+00  1.000000e+00  1.894021e-12
##  [38,]  2.800722e-14  2.196540e-14  2.790136e-07  1.712221e-37  1.818836e-09
##  [39,]  1.671695e-24  8.116171e-57  6.051510e-11  2.477211e-12  3.004716e-12
##  [40,]  0.000000e+00  5.015540e-28  0.000000e+00  2.933913e-36  1.397361e-08
##  [41,]  0.000000e+00  1.937345e-29  0.000000e+00  3.294620e-40  1.000000e+00
##  [42,]  0.000000e+00  1.000000e+00  0.000000e+00  0.000000e+00  6.131234e-71
##  [43,]  0.000000e+00  1.000000e+00  0.000000e+00  0.000000e+00  1.244938e-60
##  [44,]  0.000000e+00  1.315741e-35  0.000000e+00  9.964649e-01  2.134814e-06
##  [45,]  5.571311e-87  4.131407e-58  9.560629e-54  5.319421e-18  1.957348e-05
##  [46,]  0.000000e+00  1.476193e-54  0.000000e+00  2.821089e-16  1.892459e-18
##  [47,]  0.000000e+00  1.973525e-28  0.000000e+00  1.546172e-08  9.883662e-01
##  [48,]  1.032391e-05  4.947152e-23  9.002256e-01  8.480661e-17  3.027215e-13
##  [49,] 2.703417e-110  2.946572e-38 1.173462e-129  1.844453e-24  1.543046e-10
##  [50,]  0.000000e+00 2.653507e-128  0.000000e+00  3.052302e-91  1.000000e+00
##  [51,]  7.143387e-10  1.027667e-21  3.285531e-09  2.956378e-17  7.242847e-08
##  [52,]  0.000000e+00  9.130233e-72  0.000000e+00  9.996420e-01  6.848410e-08
##  [53,]  2.646177e-27  2.261925e-15  5.278124e-16 7.162248e-286 1.108291e-148
##  [54,]  0.000000e+00  1.000000e+00  0.000000e+00 2.044359e-247  5.610370e-96
##  [55,]  7.813867e-10  7.207281e-11  5.708070e-09  5.628181e-74  6.108691e-20
##  [56,]  0.000000e+00  7.896171e-13  0.000000e+00  1.890731e-53  5.760824e-16
##  [57,]  2.097184e-48  1.220702e-79  1.128425e-18  4.275195e-11  8.709290e-20
##  [58,]  8.202026e-03  1.830045e-26  9.917980e-01  1.526556e-95  1.909202e-43
##  [59,]  0.000000e+00  8.336227e-38  0.000000e+00  2.014066e-12  2.065321e-07
##  [60,]  0.000000e+00  6.534859e-16  0.000000e+00  2.285644e-35  7.381626e-08
##  [61,]  0.000000e+00  1.620022e-19  0.000000e+00  1.101031e-50  1.030979e-09
##  [62,]  0.000000e+00  1.586957e-36  0.000000e+00  5.566496e-13  1.000000e+00
##  [63,]  7.260659e-11  1.278927e-37  3.624246e-03  3.488666e-16  5.465815e-14
##  [64,]  5.108892e-44  1.638629e-36  3.526601e-42  3.957976e-05  1.332548e-08
##  [65,]  1.244543e-15  1.414365e-29  2.654045e-11  1.943026e-20  6.185422e-27
##  [66,]  0.000000e+00  4.711152e-06  0.000000e+00 8.428368e-102  2.497433e-29
##  [67,]  0.000000e+00  2.925343e-32  0.000000e+00  8.588493e-16  4.673338e-09
##  [68,]  9.999999e-01  3.735218e-15  1.849788e-10  0.000000e+00 2.894600e-145
##  [69,]  0.000000e+00  4.576521e-29  0.000000e+00  1.327908e-24  1.140160e-08
##  [70,]  9.943462e-01  1.314212e-05  5.539834e-16  0.000000e+00 6.231359e-121
##  [71,]  9.999972e-01  8.419688e-15  2.812453e-06  0.000000e+00  1.828289e-87
##  [72,]  0.000000e+00  1.000000e+00  0.000000e+00 6.242657e-304  8.411334e-20
##  [73,]  9.999998e-01  6.094647e-18  2.163489e-07  3.231329e-74  7.533277e-33
##  [74,]  0.000000e+00 2.136195e-147  0.000000e+00  0.000000e+00  0.000000e+00
##  [75,]  0.000000e+00  1.347941e-08  0.000000e+00  3.615340e-50  1.000000e+00
##  [76,]  0.000000e+00  1.000000e+00  0.000000e+00  0.000000e+00 2.378879e-313
##  [77,] 4.191286e-144 4.257137e-228  2.379655e-30  4.442075e-19  1.032366e-35
##  [78,]  5.516984e-13  5.543383e-36  1.656890e-09  7.034739e-13  8.703390e-13
##  [79,]  2.550422e-12  7.998571e-36  1.681924e-08  5.981653e-13  3.053836e-15
##  [80,]  0.000000e+00 7.994641e-105  0.000000e+00  8.329952e-28  8.955855e-52
##  [81,]  0.000000e+00  1.192021e-54  0.000000e+00  9.908726e-01  9.127397e-03
##  [82,]  0.000000e+00 7.431626e-103  0.000000e+00  1.000000e+00  1.174269e-10
##  [83,]  4.022746e-55  8.366459e-13 3.007570e-190  0.000000e+00 8.149547e-310
##  [84,]  0.000000e+00  4.178013e-31  0.000000e+00  1.880000e-04  6.432163e-03
##  [85,]  5.566800e-18  3.980800e-27  1.576297e-06  1.114994e-13  2.415769e-07
##  [86,]  2.388250e-20  6.680942e-09  2.683958e-08 2.014388e-131  5.727807e-37
##  [87,]  9.960622e-01  2.946387e-07  3.144048e-14 7.947168e-259  5.329297e-98
##  [88,]  0.000000e+00  4.717484e-32  0.000000e+00  3.715178e-02  5.295947e-07
##  [89,]  0.000000e+00 2.706232e-121  0.000000e+00  7.510009e-38  4.062500e-09
##  [90,]  1.118369e-05  3.930153e-08  8.951133e-23 1.016075e-311  2.283943e-91
##  [91,]  0.000000e+00  7.181628e-16  0.000000e+00  2.221171e-18  2.460346e-09
##  [92,] 9.807290e-100  3.064337e-09 4.604617e-226  0.000000e+00 5.852820e-174
##  [93,]  0.000000e+00  1.370665e-34  0.000000e+00  9.846700e-01  1.532996e-02
##  [94,]  0.000000e+00  5.076643e-08  0.000000e+00  0.000000e+00  0.000000e+00
##  [95,] 6.636151e-108  3.723598e-61  1.000000e+00 2.557423e-124 1.399674e-167
##  [96,] 1.602794e-179  2.095565e-26 1.483599e-224  6.107598e-15  5.506710e-08
##  [97,]  2.676872e-27  1.718459e-09  2.611269e-41  0.000000e+00 4.035513e-172
##  [98,]  0.000000e+00  1.052562e-95  0.000000e+00  1.172554e-02  9.882745e-01
##  [99,]  0.000000e+00  3.791857e-81  0.000000e+00  9.999998e-01  1.556240e-07
## [100,]  2.645808e-11  1.955070e-32  1.000000e+00  0.000000e+00  1.018321e-50
## [101,]  9.999650e-01  1.349987e-11  1.089716e-12  0.000000e+00 1.150831e-113
## [102,] 1.610549e-179  1.000000e+00  6.588861e-83 1.165995e-321  2.012144e-82
## [103,]  0.000000e+00  5.054505e-34  0.000000e+00  6.660523e-08  1.091119e-04
## [104,]  0.000000e+00  2.872921e-20  0.000000e+00  5.183085e-09  3.148340e-05
## [105,]  2.057073e-07  1.850484e-08  7.973396e-06 1.281475e-253  2.869437e-61
## [106,]  0.000000e+00  2.700079e-34  0.000000e+00  1.052394e-06  9.999989e-01
## [107,]  0.000000e+00  1.900432e-09  0.000000e+00 2.244433e-155  1.000000e+00
## [108,]  0.000000e+00  7.876478e-21  0.000000e+00  4.888214e-14  9.992937e-01
## [109,]  1.086705e-24  9.499784e-01  1.792894e-19 2.665939e-188  9.137591e-63
## [110,]  0.000000e+00  2.392298e-08  0.000000e+00  3.504436e-65  9.933830e-22
## [111,]  4.384569e-15  1.813732e-24  9.999987e-01  1.204273e-36  6.202564e-19
## [112,]  0.000000e+00  1.210007e-39  0.000000e+00  9.999924e-01  1.886853e-09
## [113,]  0.000000e+00  2.377870e-10  0.000000e+00  1.281360e-96  1.392186e-21
## [114,]  0.000000e+00  2.909203e-26  0.000000e+00  2.974794e-16  6.893921e-10
## [115,] 8.336470e-100  1.685235e-10 4.747538e-172  0.000000e+00 1.990404e-151
## [116,]  1.000000e+00  3.901346e-10  1.200623e-13 5.297868e-203  3.801928e-90
## [117,]  0.000000e+00  2.460163e-65  0.000000e+00  9.984569e-01  1.039875e-16
## [118,]  7.188496e-51  7.404549e-03  9.039407e-22 1.070227e-240  1.222337e-65
## [119,]  0.000000e+00  2.698695e-74  0.000000e+00  1.000000e+00  1.205557e-15
## [120,]  0.000000e+00  2.527944e-62  0.000000e+00  1.000000e+00  3.219400e-14
## [121,]  0.000000e+00  4.465083e-94  0.000000e+00  1.292535e-02  1.001235e-05
## [122,]  6.352250e-09  5.350256e-34  1.000000e+00 3.331846e-305  4.179445e-48
## [123,]  5.870919e-18  7.020241e-48  1.000000e+00  6.687351e-73  4.155047e-52
## [124,]  1.477401e-17  3.152254e-20  2.397919e-01  5.787208e-32  4.658229e-13
## [125,]  9.978724e-01  3.320305e-11  2.061645e-20 2.429551e-250  2.806425e-54
## [126,]  0.000000e+00  1.768710e-21  0.000000e+00  6.767337e-18  6.489959e-08
## [127,]  0.000000e+00  8.334827e-50  0.000000e+00  3.038575e-04  9.996961e-01
## [128,]  1.355859e-47  8.368402e-90  3.454646e-13  1.099952e-20  5.940863e-25
## [129,]  9.999774e-01  2.625956e-13  3.650621e-09 2.695382e-148  7.941329e-70
## [130,]  0.000000e+00  1.204045e-31  0.000000e+00  1.232175e-07  9.999999e-01
## [131,]  0.000000e+00  9.995998e-01  0.000000e+00 3.890216e-178  5.796857e-45
## [132,]  0.000000e+00  1.143447e-02  0.000000e+00 7.318425e-214  4.299371e-59
## [133,]  0.000000e+00  4.437704e-29  0.000000e+00  9.843119e-01  4.752406e-03
## [134,]  0.000000e+00  2.245932e-81  0.000000e+00  0.000000e+00  0.000000e+00
## [135,] 4.310783e-232  1.216318e-46 1.757931e-317  0.000000e+00  0.000000e+00
## [136,]  0.000000e+00  8.173464e-40  0.000000e+00  4.511796e-13  3.809842e-13
## [137,]  0.000000e+00  1.000000e+00  0.000000e+00 2.326681e-255  2.346579e-44
## [138,]  0.000000e+00  2.896874e-08  0.000000e+00  2.571099e-44  1.540589e-09
## [139,]  0.000000e+00  2.494721e-68  0.000000e+00  9.999987e-01  1.317387e-06
## [140,]  2.827738e-01  4.279650e-21  7.172231e-01  1.761116e-67  2.539242e-28
## [141,]  0.000000e+00  2.999127e-03  0.000000e+00 4.476056e-144  1.741016e-35
## [142,]  0.000000e+00  7.502797e-16  0.000000e+00  2.219759e-35  1.366314e-12
## [143,]  0.000000e+00  1.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00
## [144,]  4.825004e-12  8.536558e-36  2.194224e-04  2.961427e-16  1.378957e-09
## [145,]  0.000000e+00  5.807721e-10  0.000000e+00  2.280892e-60  1.979183e-16
## [146,]  1.481133e-13  2.346731e-20  9.999903e-01  6.052859e-82  9.262900e-21
## [147,]  0.000000e+00  8.871805e-69  0.000000e+00  1.000000e+00  7.441309e-10
## [148,]  0.000000e+00  2.105433e-80  0.000000e+00  1.314561e-13  4.776941e-07
## [149,]  9.999986e-01  2.496724e-11  2.249083e-16 3.040090e-103  7.306424e-44
## [150,]  2.210140e-02  2.005052e-23  9.631812e-01  8.821095e-45  6.108478e-16
## [151,]  2.723611e-15  2.881922e-05  8.041018e-29 1.793929e-174  5.450129e-56
## [152,]  0.000000e+00  4.206874e-26  0.000000e+00  2.222905e-16  1.000000e+00
## [153,]  0.000000e+00  1.000000e+00  0.000000e+00 3.071154e-265  2.267033e-61
## [154,]  0.000000e+00  3.180891e-93  0.000000e+00  9.999998e-01  2.676190e-11
## [155,]  0.000000e+00  2.869975e-12  0.000000e+00  1.282859e-97  9.366270e-30
## [156,]  0.000000e+00  2.521580e-85  0.000000e+00  1.987208e-17  1.591932e-25
## [157,]  9.999130e-01  3.277571e-09  8.678923e-05 3.616550e-245  5.970057e-74
## [158,]  1.043070e-73  1.685028e-23  1.192093e-27 6.702866e-133  3.318216e-90
## [159,]  0.000000e+00  2.356327e-15  0.000000e+00 3.555499e-300  6.094135e-31
## [160,]  0.000000e+00  3.952269e-64  0.000000e+00  2.344279e-07  5.079695e-04
## [161,]  0.000000e+00  7.451011e-12  0.000000e+00  4.009283e-68  3.771851e-17
## [162,]  7.372166e-22  2.908388e-13  1.097501e-48  0.000000e+00 8.024442e-266
## [163,]  0.000000e+00  7.509086e-31  0.000000e+00  9.885380e-16  1.000000e+00
## [164,]  0.000000e+00  5.157651e-70  0.000000e+00  9.999890e-01  1.764582e-11
## [165,]  0.000000e+00 2.433106e-102  0.000000e+00 7.120485e-101  1.000000e+00
## [166,]  0.000000e+00 6.365840e-266 3.223856e-132  0.000000e+00  0.000000e+00
## [167,]  0.000000e+00  3.593755e-55  0.000000e+00  9.124797e-14  3.782137e-04
## [168,]  0.000000e+00  1.000000e+00  0.000000e+00  0.000000e+00  2.961540e-87
## [169,]  0.000000e+00 3.425795e-187  0.000000e+00  2.778171e-12  1.000000e+00
## [170,]  0.000000e+00  2.272777e-29  0.000000e+00  2.820794e-44  1.000000e+00
## [171,]  0.000000e+00  1.042724e-17  0.000000e+00  1.063111e-26  4.496629e-03
## [172,]  0.000000e+00  5.650625e-41  0.000000e+00  9.999779e-01  2.734483e-06
## [173,]  0.000000e+00  9.431003e-45  0.000000e+00  9.997075e-01  3.254596e-11
## [174,]  0.000000e+00  1.573642e-55  0.000000e+00  6.377619e-03  5.173449e-07
## [175,]  9.999997e-01  1.348181e-17  2.597193e-07  0.000000e+00  2.981047e-54
## [176,]  0.000000e+00  1.245606e-17  0.000000e+00  6.119700e-39  1.027822e-10
## [177,]  0.000000e+00  7.334222e-05  0.000000e+00  3.664415e-65  6.279021e-06
## [178,]  0.000000e+00  2.745852e-33  0.000000e+00  4.079799e-21  1.000000e+00
## [179,]  0.000000e+00  1.000000e+00  0.000000e+00 1.129380e-216  6.373907e-39
## [180,]  1.577519e-09  6.683686e-24  3.812560e-04  2.965100e-28  8.916881e-10
## [181,]  0.000000e+00  1.616170e-22  0.000000e+00  2.081298e-19  1.000000e+00
## [182,]  5.260808e-09  6.335665e-25  9.998283e-01  2.217701e-43  2.470005e-19
## [183,]  0.000000e+00  1.315702e-45  0.000000e+00  1.233661e-15  2.521147e-14
## [184,]  0.000000e+00  2.151128e-32  0.000000e+00  5.940225e-46  1.763951e-14
## [185,]  2.073034e-10  1.153528e-09  1.103538e-09  0.000000e+00  2.119188e-82
## [186,]  0.000000e+00  1.572628e-10  0.000000e+00  2.232146e-59  1.074202e-16
## [187,]  0.000000e+00  5.371028e-32  0.000000e+00  1.446431e-05  9.999855e-01
## [188,]  0.000000e+00  8.677405e-01  0.000000e+00 7.859106e-307  2.173468e-63
## [189,]  0.000000e+00  9.665857e-04  0.000000e+00  0.000000e+00  4.194940e-83
## [190,]  0.000000e+00  4.310528e-58  0.000000e+00  9.999998e-01  2.346785e-07
## [191,]  0.000000e+00  5.755697e-50  0.000000e+00  1.358476e-14  3.330408e-05
## [192,] 1.137710e-201  3.665190e-20 1.283962e-272  2.763112e-25  4.553295e-13
## [193,]  0.000000e+00  2.288498e-30  0.000000e+00  4.452114e-10  2.224193e-05
## [194,]  0.000000e+00 9.606696e-131  0.000000e+00  1.449381e-02  9.855062e-01
## [195,]  0.000000e+00  9.997086e-01  0.000000e+00  3.145043e-98  2.913642e-04
## [196,]  0.000000e+00  1.024494e-05  0.000000e+00  2.196555e-53  4.215402e-11
## [197,]  0.000000e+00  1.708886e-64  0.000000e+00  2.792372e-02  9.720763e-01
## [198,]  0.000000e+00  2.073300e-38  0.000000e+00  2.218296e-27  9.998953e-01
## [199,]  7.905080e-01  9.938687e-22  2.094920e-01 2.444912e-283  6.863938e-35
## [200,]  0.000000e+00  7.228535e-21  0.000000e+00  4.876822e-13  9.999986e-01
## [201,]  0.000000e+00  2.189083e-88  0.000000e+00  6.688893e-15  1.000000e+00
## [202,]  0.000000e+00 3.919764e-125  0.000000e+00  6.049681e-16  1.000000e+00
## [203,]  0.000000e+00 1.303541e-147  0.000000e+00  0.000000e+00 9.545726e-304
## [204,]  8.686805e-12  7.810384e-25  5.701763e-30  0.000000e+00  0.000000e+00
## [205,]  0.000000e+00  4.031649e-24  0.000000e+00  9.369892e-07  9.999991e-01
## [206,]  0.000000e+00 6.654766e-165  0.000000e+00  7.400635e-48  1.000000e+00
## [207,]  9.999831e-01  1.248135e-09  5.406634e-11 1.518175e-187  5.399746e-78
## [208,]  1.083808e-02  5.260182e-25  4.750251e-01  9.382518e-20  5.004363e-10
## [209,]  0.000000e+00  8.636539e-25  0.000000e+00  1.320602e-24  2.341271e-24
## [210,]  8.888910e-17  2.269031e-46  6.106996e-02  4.503814e-09  2.581018e-09
## [211,] 1.668659e-126  3.260041e-25 2.711789e-168  7.194112e-15  1.024569e-09
## [212,]  7.381099e-16  3.152003e-44  1.725054e-06  7.685596e-20  4.601057e-17
## [213,]  0.000000e+00  9.015109e-09  0.000000e+00 1.489088e-161  3.218791e-43
## [214,]  0.000000e+00  5.011651e-25  0.000000e+00  1.370076e-34  3.086050e-10
## [215,]  9.999996e-01  1.662409e-16  1.679178e-07  7.611946e-50  7.181496e-24
## [216,]  5.539305e-03  4.453580e-22  9.944607e-01 6.377858e-204  3.194169e-78
## [217,]  3.016321e-52  1.051099e-42  3.440640e-55  7.287712e-05  4.389562e-13
## [218,]  9.999996e-01  4.439015e-14  7.610973e-14 2.908168e-108  1.031045e-46
## [219,]  0.000000e+00  3.387968e-49  0.000000e+00  1.636565e-12  1.000000e+00
## [220,]  6.505703e-24  3.408690e-22  3.223956e-55  0.000000e+00 8.377662e-269
## [221,]  9.999998e-01  6.524535e-16  8.557912e-12  0.000000e+00  3.705847e-77
## [222,]  4.283859e-09  1.461698e-07  3.029050e-21 1.529691e-135  4.467064e-52
## [223,]  8.354077e-04  6.770342e-11  9.991646e-01  0.000000e+00  2.856471e-77
## [224,]  9.955315e-01  3.970275e-10  1.391238e-14 1.124188e-178  1.278994e-47
## [225,]  0.000000e+00  9.202171e-25  0.000000e+00  7.986062e-08  5.635862e-08
## [226,]  2.123874e-23  5.642159e-56  6.250069e-12  1.735710e-17  3.922482e-16
## [227,]  0.000000e+00  2.258892e-29  0.000000e+00  3.050495e-26  1.063663e-08
## [228,]  2.862867e-21  7.160833e-32  1.000000e+00  3.532211e-83  3.373585e-76
## [229,]  2.252844e-20  2.473593e-09  1.362312e-10  7.988280e-72  8.180266e-21
## [230,]  4.584587e-42  1.351122e-50  8.263545e-36  6.906689e-04  2.372082e-12
## [231,]  6.737350e-22  5.579150e-58  9.971199e-06  3.239911e-16  1.720041e-17
## [232,]  8.855810e-01  5.115856e-24  1.143937e-01  3.668869e-52  8.926109e-19
## [233,]  1.000000e+00  7.180280e-17  1.961707e-08 1.123322e-144  1.064857e-77
## [234,]  2.934620e-18  2.612931e-08  7.190032e-16 7.656592e-108  1.071041e-26
## [235,]  2.728154e-11  4.451895e-35  1.000000e+00 1.815432e-194  3.911485e-39
## [236,]  9.934910e-01  3.160818e-23  6.164400e-03  2.901715e-28  5.126658e-15
## [237,]  9.999992e-01  7.647646e-22  7.975913e-07  3.639799e-88  2.150665e-28
## [238,]  1.212853e-29  4.660489e-14  9.171622e-63  0.000000e+00 1.499625e-276
## [239,]  9.999902e-01  7.324636e-20  9.823711e-06 3.914081e-119  2.487846e-67
## [240,]  9.999999e-01  4.666738e-11  1.490973e-13 1.257381e-162  1.163196e-72
## [241,]  0.000000e+00  7.519220e-81  0.000000e+00  1.000000e+00  3.484691e-10
## [242,]  9.999293e-01  3.576689e-23  7.065033e-05  9.407684e-43  2.494790e-30
## [243,]  1.818124e-10  9.183144e-42  1.000000e+00 4.353846e-195  5.670186e-42
## [244,]  2.259547e-34  1.204526e-80  1.689264e-09  4.576999e-17  3.193769e-19
## [245,]  1.481348e-13  1.171396e-18  9.999415e-01  5.948071e-46  1.349590e-32
## [246,]  7.681665e-02  1.410898e-22  6.106008e-02  9.898687e-23  1.432678e-21
## [247,]  1.701207e-10  2.266620e-42  9.996539e-01  2.152558e-32  4.464923e-17
## [248,]  0.000000e+00  1.000000e+00  0.000000e+00  0.000000e+00 1.101822e-147
## [249,]  0.000000e+00  5.307588e-37  0.000000e+00  0.000000e+00  0.000000e+00
## [250,]  1.169804e-38  7.531706e-77  7.661613e-17  1.318352e-12  4.744900e-27
## [251,]  9.999999e-01  8.395120e-18  8.156070e-10  7.864124e-71  3.035990e-33
## [252,]  6.667083e-29  1.207554e-69  1.000000e+00  4.757610e-33  1.289839e-19
## [253,]  0.000000e+00  7.361731e-46  0.000000e+00  1.772838e-20  5.345911e-11
## [254,]  0.000000e+00  3.359238e-69  0.000000e+00  0.000000e+00  0.000000e+00
## [255,]  5.289676e-21  3.735839e-53  1.321130e-08  6.433560e-13  4.618315e-15
## [256,]  2.574042e-20  4.937381e-49  1.241341e-12  1.037831e-32  5.290881e-41
## [257,]  0.000000e+00  1.051142e-28  0.000000e+00  1.354507e-13  7.378367e-07
## [258,]  7.809097e-53  5.202523e-49  5.580588e-51  1.875350e-03  2.781366e-12
## [259,]  0.000000e+00  3.932701e-10  0.000000e+00  1.053225e-36  4.294855e-13
## [260,]  9.999182e-01  7.011201e-21  8.168691e-05  1.391127e-31  2.843895e-16
## [261,]  9.654370e-25  8.405668e-14  3.474986e-50  0.000000e+00 3.031476e-246
## [262,]  1.000000e+00  2.314507e-15  4.408010e-13 3.769561e-290 2.888528e-167
## [263,]  9.999827e-01  2.321929e-22  1.728581e-05  1.638511e-48  1.084723e-25
## [264,]  9.995206e-01  2.863461e-14  1.029150e-06  2.614054e-41  1.017572e-14
## [265,]  0.000000e+00  3.027392e-18  0.000000e+00  4.359852e-05  9.999402e-01
## [266,]  7.555254e-01  1.265682e-23  7.682245e-02  4.550813e-18  4.195223e-12
## [267,]  0.000000e+00  1.405170e-81  0.000000e+00  1.000000e+00  5.395545e-09
## [268,]  0.000000e+00  1.135210e-24  0.000000e+00  1.810630e-04  4.762426e-03
## [269,]  0.000000e+00  5.829379e-61  0.000000e+00  1.000000e+00  3.763110e-15
## [270,]  7.172120e-13  1.874932e-44  3.888115e-06  3.263362e-23  1.683380e-08
## [271,] 1.180637e-115  2.490510e-22 2.410138e-269  0.000000e+00  0.000000e+00
## [272,]  2.231831e-35  1.495396e-62  8.314134e-19  1.777308e-16  4.883025e-20
## [273,]  9.967231e-32  3.575015e-64  7.333617e-14  7.406348e-14  5.466735e-20
## [274,] 1.119767e-208  1.636922e-16  0.000000e+00  0.000000e+00  0.000000e+00
## [275,]  0.000000e+00  1.614602e-69  0.000000e+00  5.810450e-52  2.186136e-45
## [276,]  1.000000e+00  6.391639e-17  1.862009e-10 2.974531e-242 9.401983e-155
## [277,]  4.959974e-55  2.191121e-71  1.000000e+00  2.998591e-61  7.924903e-67
## [278,]  8.320884e-14  1.086200e-42  4.619727e-09  6.526584e-25  2.631138e-27
## [279,]  9.999997e-01  1.384746e-17  2.453787e-07  3.577363e-78  2.354021e-33
## [280,]  0.000000e+00  9.358888e-10  0.000000e+00  2.889666e-65  8.009377e-26
## [281,]  0.000000e+00  6.153322e-16  0.000000e+00  5.272189e-22  1.000000e+00
## [282,]  0.000000e+00  9.551962e-52  0.000000e+00  9.989054e-01  1.094622e-03
## [283,]  1.457406e-14  3.252659e-02  3.053522e-31 3.153539e-290  5.031097e-84
## [284,]  1.000000e+00  2.181183e-20  2.332037e-19 2.031066e-103  1.661387e-68
## [285,]  5.295365e-08  2.497964e-30  9.999999e-01 1.427338e-156  4.293105e-74
## [286,]  0.000000e+00  1.477076e-32  0.000000e+00  6.126547e-10  8.782169e-09
## [287,]  1.276473e-81  7.229263e-13 1.614889e-222  0.000000e+00 1.293628e-309
## [288,]  3.816445e-41  6.997981e-18  2.599206e-85  0.000000e+00  0.000000e+00
## [289,]  1.636961e-20  1.374020e-42  5.124071e-15  4.431838e-09  1.985223e-18
## [290,]  1.000000e+00  5.380456e-12  1.590154e-40 3.593652e-233  3.768321e-89
## [291,]  9.990735e-01  1.838519e-21  9.265162e-04  1.104256e-60  1.676888e-35
## [292,]  1.937151e-13  6.006371e-49  1.000000e+00 1.579474e-266  2.104382e-73
## [293,]  1.000000e+00  9.021085e-15  4.444957e-10  0.000000e+00 5.758606e-127
## [294,]  1.000000e+00  2.518303e-14  4.249793e-12 9.730986e-214 8.307026e-139
## [295,]  2.245567e-19  1.415107e-59  2.024311e-01  2.710265e-25  1.035338e-18
## [296,] 4.058387e-148  2.056966e-24 1.928470e-201  5.081422e-12  9.646939e-13
## [297,]  9.995279e-01  6.322647e-18  2.966754e-04  5.887951e-27  5.687122e-14
## [298,]  4.590156e-07  6.686018e-25  9.999987e-01  2.663489e-40  1.228337e-18
## [299,]  9.788380e-13  2.570826e-45  4.009390e-05  8.236796e-21  4.508603e-22
## [300,]  1.000000e+00  9.078943e-20  3.708059e-09  0.000000e+00  3.567366e-67
## [301,]  2.037125e-01  1.233063e-21  7.962808e-01  6.571396e-51  3.457493e-15
## [302,]  0.000000e+00  1.909212e-52  0.000000e+00  1.065256e-06  1.798062e-22
## [303,]  1.077445e-23  2.087988e-55  4.097869e-13  2.257461e-16  7.327688e-19
## [304,] 9.367379e-127  1.341366e-25 1.028565e-168  2.611153e-24  1.411251e-09
## [305,]  8.106380e-52  1.384491e-10 5.831280e-100  0.000000e+00 1.813592e-202
## [306,]  2.184447e-81  4.821180e-13 1.074580e-152  0.000000e+00 2.889535e-271
## [307,]  2.413746e-39  5.598849e-73  1.613259e-23  9.999974e-01  6.527852e-08
## [308,]  7.374429e-36  3.014857e-90  1.399562e-04  3.412106e-29  1.669536e-21
## [309,]  0.000000e+00  1.216971e-10  0.000000e+00  4.527777e-71  5.532415e-19
## [310,]  1.709863e-06  1.001498e-31  7.768326e-03  4.399024e-20  4.723228e-15
## [311,]  3.943692e-67  2.482021e-42  1.561237e-76  5.313276e-05  7.200692e-05
## [312,]  1.676149e-03  1.168364e-08  7.846481e-13  1.349475e-46  4.752659e-13
## [313,]  3.249199e-31  1.774824e-08  7.927534e-75 4.281272e-177  7.260524e-66
## [314,]  1.000000e+00  1.884867e-18  1.075653e-40 2.911711e-199  1.447266e-61
## [315,]  1.527896e-15  2.011248e-44  1.089981e-07  1.412757e-18  4.059544e-17
## [316,]  1.000000e+00  2.115159e-22  8.402966e-11  7.804214e-33  3.053289e-19
## [317,]  1.216007e-64  6.578984e-08 1.432870e-121 1.691289e-282  2.756237e-98
## [318,]  9.863318e-11  8.146731e-46  3.994934e-08  8.886634e-25  8.314363e-20
## [319,]  1.319598e-14  2.156697e-42  9.652513e-10  7.266969e-33  3.111254e-40
## [320,]  9.997666e-01  1.533232e-17  2.332305e-04 1.164119e-154  3.090029e-68
## [321,]  1.000000e+00  4.816580e-16  3.189672e-18 1.146915e-152 4.987029e-126
## [322,] 3.780213e-100  4.733005e-87  1.000000e+00  2.002151e-63 6.839785e-101
## [323,]  1.000000e+00  2.538081e-16  9.911089e-15  5.269746e-71  1.523060e-41
## [324,] 7.604189e-142  1.239155e-14 5.634966e-250  0.000000e+00 8.697021e-256
## [325,]  1.166384e-42 1.275924e-106  1.000000e+00  0.000000e+00  1.277667e-79
## [326,]  6.011134e-22  1.218957e-57  4.628155e-13  4.492124e-13  1.242659e-17
## [327,]  2.317296e-77  2.141648e-11 1.357398e-151  0.000000e+00 9.200431e-118
## [328,]  9.998620e-01  1.578395e-23  1.379500e-04 2.123988e-176  1.781551e-38
## [329,]  0.000000e+00  4.270448e-57  0.000000e+00 1.769692e-145 7.840667e-152
## [330,]  0.000000e+00  1.000000e+00  0.000000e+00  0.000000e+00 2.475444e-145
## [331,]  9.993114e-01  5.835251e-23  6.861112e-04  1.740331e-61  9.180213e-61
## [332,]  9.999919e-01  2.097934e-25  8.079168e-06  7.472232e-45  6.680635e-21
## [333,]  3.401394e-34  8.523865e-77  7.439751e-15  2.097069e-18  5.484079e-21
## [334,]  4.128797e-16  5.280468e-50  1.597172e-07  3.304245e-37  1.140299e-43
## [335,]  3.078149e-48 6.663672e-100  1.572983e-14  3.231393e-22  1.329347e-37
## [336,]  9.999999e-01  1.586196e-20  5.359928e-08 4.205486e-240  4.952321e-60
## [337,]  1.000000e+00  5.725261e-13  9.654586e-18 6.490755e-223  8.208905e-84
## [338,]  9.618470e-01  3.832216e-18  1.408664e-06  6.454913e-25  7.429875e-15
## [339,] 1.444468e-124 2.240999e-120  1.000000e+00 1.364924e-110 2.255406e-182
## [340,]  9.999998e-01  2.108187e-25  1.663121e-07 6.574427e-239  1.209432e-31
## [341,]  4.302841e-22  2.257158e-10  6.617815e-52  0.000000e+00 7.320574e-166
## [342,]  9.999998e-01  1.157054e-21  2.273851e-07  6.346385e-73  4.874491e-44
## [343,]  2.462909e-29  2.094154e-16  1.181291e-64  0.000000e+00 1.886997e-261
## [344,]  0.000000e+00  1.381287e-24  0.000000e+00  0.000000e+00  0.000000e+00
## [345,]  0.000000e+00  1.177304e-45  0.000000e+00  9.999945e-01  4.081840e-13
## [346,]  6.022623e-06  1.604729e-12  1.773313e-22  0.000000e+00 1.623993e-141
## [347,]  1.000000e+00  1.920823e-21  4.390005e-09 5.273480e-162  1.843471e-62
## [348,]  9.999969e-01  9.154254e-23  5.918475e-10  6.554872e-34  6.792150e-18
## [349,]  0.000000e+00  3.272772e-11  0.000000e+00 3.715884e-111  6.901718e-33
## [350,]  4.847205e-08  2.681918e-23  9.999962e-01 2.446071e-118  2.333191e-32
## [351,]  7.026913e-20  9.308538e-59  1.762921e-04  5.617541e-27  5.354891e-20
## [352,]  0.000000e+00  1.488389e-59  0.000000e+00  0.000000e+00  0.000000e+00
## [353,]  1.485810e-51  3.034813e-85  1.142717e-19  8.973319e-19  5.200637e-28
## [354,]  9.879136e-01  5.061111e-27  1.195212e-02  2.456390e-31  6.178433e-23
## [355,]  0.000000e+00  5.149583e-10  0.000000e+00  5.308267e-56  1.141155e-21
## [356,]  9.331359e-25  1.778762e-04  7.470005e-43  0.000000e+00 1.012654e-116
## [357,]  1.328172e-31  2.575712e-73  1.017819e-16  2.437245e-13  1.904697e-25
## [358,]  2.050278e-10  9.028116e-40  4.794351e-10  9.871235e-25  8.890342e-25
## [359,]  1.000000e+00  3.446487e-16  3.758612e-10  1.108872e-91  5.072454e-43
## [360,]  0.000000e+00  1.000000e+00  0.000000e+00  0.000000e+00  6.283324e-57
## [361,]  9.998315e-01  1.034875e-24  1.685298e-04  2.494762e-45  1.158495e-34
## [362,]  1.000000e+00  2.093836e-19  2.294936e-11  1.316643e-57  3.994477e-26
## [363,]  0.000000e+00  5.927389e-33  0.000000e+00  4.816814e-04  1.454651e-06
## [364,]  0.000000e+00  3.032513e-15  0.000000e+00  9.070976e-27  7.760148e-04
## [365,]  0.000000e+00  2.207447e-32  0.000000e+00  7.399210e-23  3.251179e-07
## [366,]  5.833976e-12  3.145505e-45  1.122396e-01  3.782807e-36  8.779059e-24
## [367,]  1.000000e+00  9.626105e-13  2.028422e-11 1.655737e-318 4.070573e-139
## [368,]  6.473590e-06  5.437897e-30  1.243879e-08  5.323869e-25  2.177872e-18
## [369,]  0.000000e+00  1.833603e-04  0.000000e+00 5.457343e-125  3.550771e-36
## [370,]  1.000000e+00  1.251818e-15  4.410286e-24 4.713934e-187  5.644310e-83
## [371,]  0.000000e+00  1.461777e-09  0.000000e+00  0.000000e+00 2.428614e-192
## [372,]  2.305360e-04  6.532901e-28  9.527193e-12  5.634955e-13  1.812046e-11
## [373,]  1.671126e-20  4.374791e-53  3.374809e-11  1.262658e-30  1.387244e-34
## [374,]  0.000000e+00  2.597640e-71  0.000000e+00  3.919379e-76  5.165843e-63
## [375,]  2.851922e-15  9.205501e-50  1.476882e-11  1.073721e-34  4.169705e-41
## [376,]  1.000000e+00  1.939610e-22  2.905765e-09 1.977421e-155 2.502941e-134
## [377,]  9.983667e-01  3.179264e-22  1.782450e-05  3.939487e-28  1.845208e-16
## 
## 
## Slot "model":
## An object of class "VSLCMmodel"
## Slot "g":
## [1] 10
## 
## Slot "omega":
##                                                       age 
##                                                         0 
##                                original_shape_VoxelVolume 
##                                                         1 
##                        wavelet.HHL_glcm_ClusterProminence 
##                                                         1 
##   log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis 
##                                                         1 
##                  log.sigma.2.0.mm.3D_glcm_Autocorrelation 
##                                                         1 
##   log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis 
##                                                         1 
##          wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis 
##                                                         1 
##     wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis 
##                                                         1 
##                  wavelet.HHH_glszm_GrayLevelNonUniformity 
##                                                         1 
##            wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis 
##                                                         1 
##      wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis 
##                                                         1 
##                        wavelet.HHH_glcm_ClusterProminence 
##                                                         1 
##            wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis 
##                                                         1 
##          wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis 
##                                                         1 
##                        wavelet.LLL_glcm_ClusterProminence 
##                                                         1 
##           wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis 
##                                                         1 
##      wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis 
##                                                         1 
##                       wavelet.HHH_glrlm_GrayLevelVariance 
##                                                         1 
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 
##                                                         0 
##                                     wavelet.HHH_glcm_Imc1 
##                                                         0 
##                                        original_glcm_Imc1 
##                                                         0 
##    log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis 
##                                                         1 
##                  wavelet.LHH_glszm_GrayLevelNonUniformity 
##                                                         1 
##                           wavelet.LHH_firstorder_Skewness 
##                                                         1 
##        wavelet.HHH_glszm_GrayLevelNonUniformityNormalized 
##                                                         1 
##                                     wavelet.LHH_glcm_Imc1 
##                                                         1 
##                   log.sigma.5.0.mm.3D_firstorder_Kurtosis 
##                                                         1 
##               log.sigma.5.0.mm.3D_firstorder_90Percentile 
##                                                         1 
##           wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis 
##                                                         1 
##                        wavelet.HLH_glcm_DifferenceAverage 
##                                                         1 
##                    wavelet.HHH_firstorder_RootMeanSquared 
##                                                         1 
##                       wavelet.LHL_gldm_DependenceVariance 
##                                                         1 
##                                                    gender 
##                                                         0 
## 
## Slot "names.relevant":
##  [1] "original_shape_VoxelVolume"                             
##  [2] "wavelet.HHL_glcm_ClusterProminence"                     
##  [3] "log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis"
##  [4] "log.sigma.2.0.mm.3D_glcm_Autocorrelation"               
##  [5] "log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis"
##  [6] "wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis"       
##  [7] "wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis"  
##  [8] "wavelet.HHH_glszm_GrayLevelNonUniformity"               
##  [9] "wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis"         
## [10] "wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis"   
## [11] "wavelet.HHH_glcm_ClusterProminence"                     
## [12] "wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis"         
## [13] "wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis"       
## [14] "wavelet.LLL_glcm_ClusterProminence"                     
## [15] "wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis"        
## [16] "wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis"   
## [17] "wavelet.HHH_glrlm_GrayLevelVariance"                    
## [18] "log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis" 
## [19] "wavelet.LHH_glszm_GrayLevelNonUniformity"               
## [20] "wavelet.LHH_firstorder_Skewness"                        
## [21] "wavelet.HHH_glszm_GrayLevelNonUniformityNormalized"     
## [22] "wavelet.LHH_glcm_Imc1"                                  
## [23] "log.sigma.5.0.mm.3D_firstorder_Kurtosis"                
## [24] "log.sigma.5.0.mm.3D_firstorder_90Percentile"            
## [25] "wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis"        
## [26] "wavelet.HLH_glcm_DifferenceAverage"                     
## [27] "wavelet.HHH_firstorder_RootMeanSquared"                 
## [28] "wavelet.LHL_gldm_DependenceVariance"                    
## 
## Slot "names.irrelevant":
## [1] "age"                                                      
## [2] "log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized"
## [3] "wavelet.HHH_glcm_Imc1"                                    
## [4] "original_glcm_Imc1"                                       
## [5] "gender"                                                   
## 
## 
## Slot "strategy":
## An object of class "VSLCMstrategy"
## Slot "initModel":
## [1] 13
## 
## Slot "vbleSelec":
## [1] TRUE
## 
## Slot "crit.varsel":
## [1] "BIC"
## 
## Slot "paramEstim":
## [1] TRUE
## 
## Slot "parallel":
## [1] TRUE
## 
## Slot "nbSmall":
## [1] 250
## 
## Slot "iterSmall":
## [1] 20
## 
## Slot "nbKeep":
## [1] 50
## 
## Slot "iterKeep":
## [1] 1000
## 
## Slot "tolKeep":
## [1] 1e-06
## 
## 
## Slot "param":
## An object of class "VSLCMparam"
## Slot "pi":
##    class-1    class-2    class-3    class-4    class-5    class-6    class-7 
## 0.09547302 0.13171909 0.14149850 0.09853271 0.03448685 0.16974796 0.05271361 
##    class-8    class-9   class-10 
## 0.07943571 0.08771630 0.10867625 
## 
## Slot "paramContinuous":
## An object of class "VSLCMparamContinuous"
## Slot "pi":
## numeric(0)
## 
## Slot "mu":
##                                                               class-1
## age                                                       0.592947330
## original_shape_VoxelVolume                                0.182400160
## wavelet.HHL_glcm_ClusterProminence                        0.061452114
## log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis   0.012699025
## log.sigma.2.0.mm.3D_glcm_Autocorrelation                  0.130223734
## log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis   0.135220648
## wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis          0.166714821
## wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis     0.019288179
## wavelet.HHH_glszm_GrayLevelNonUniformity                  0.007778626
## wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis            0.108210162
## wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.252693181
## wavelet.HHH_glcm_ClusterProminence                        0.112706297
## wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis            0.069835591
## wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis          0.219106973
## wavelet.LLL_glcm_ClusterProminence                        0.596253616
## wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis           0.281023421
## wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.545891969
## wavelet.HHH_glrlm_GrayLevelVariance                       0.021431278
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 0.437099112
## wavelet.HHH_glcm_Imc1                                     0.728416992
## original_glcm_Imc1                                        0.601881367
## log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis    0.094118245
## wavelet.LHH_glszm_GrayLevelNonUniformity                  0.023958333
## wavelet.LHH_firstorder_Skewness                           0.461942856
## wavelet.HHH_glszm_GrayLevelNonUniformityNormalized        0.581349133
## wavelet.LHH_glcm_Imc1                                     0.540702567
## log.sigma.5.0.mm.3D_firstorder_Kurtosis                   0.036805326
## log.sigma.5.0.mm.3D_firstorder_90Percentile               0.811532850
## wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis           0.402253074
## wavelet.HLH_glcm_DifferenceAverage                        0.242319793
## wavelet.HHH_firstorder_RootMeanSquared                    0.649106753
## wavelet.LHL_gldm_DependenceVariance                       0.160133557
##                                                              class-2    class-3
## age                                                       0.59294733 0.59294733
## original_shape_VoxelVolume                                0.81149312 0.66572716
## wavelet.HHL_glcm_ClusterProminence                        0.01666209 0.08441970
## log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis   0.46644770 0.27482419
## log.sigma.2.0.mm.3D_glcm_Autocorrelation                  0.18916457 0.19603861
## log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis   0.03377438 0.03510574
## wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis          0.78041653 0.62424232
## wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis     0.01147228 0.04869227
## wavelet.HHH_glszm_GrayLevelNonUniformity                  0.04285337 0.02489725
## wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis            0.38626493 0.33259568
## wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.01579588 0.02723697
## wavelet.HHH_glcm_ClusterProminence                        0.06130083 0.04228104
## wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis            0.37738792 0.31132818
## wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis          0.79220197 0.69205964
## wavelet.LLL_glcm_ClusterProminence                        0.46901624 0.58782769
## wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis           0.07544192 0.05137147
## wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.05502594 0.08761967
## wavelet.HHH_glrlm_GrayLevelVariance                       0.02479975 0.03948869
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 0.43709911 0.43709911
## wavelet.HHH_glcm_Imc1                                     0.72841699 0.72841699
## original_glcm_Imc1                                        0.60188137 0.60188137
## log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis    0.47633175 0.34697861
## wavelet.LHH_glszm_GrayLevelNonUniformity                  0.21089854 0.23583231
## wavelet.LHH_firstorder_Skewness                           0.50337309 0.46364369
## wavelet.HHH_glszm_GrayLevelNonUniformityNormalized        0.59972918 0.27510729
## wavelet.LHH_glcm_Imc1                                     0.75334883 0.75655259
## log.sigma.5.0.mm.3D_firstorder_Kurtosis                   0.13997095 0.11709519
## log.sigma.5.0.mm.3D_firstorder_90Percentile               0.85759433 0.86255211
## wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis           0.16647430 0.16481646
## wavelet.HLH_glcm_DifferenceAverage                        0.19298056 0.25576050
## wavelet.HHH_firstorder_RootMeanSquared                    0.79324063 0.80302942
## wavelet.LHL_gldm_DependenceVariance                       0.54290811 0.37084631
##                                                              class-4
## age                                                       0.59294733
## original_shape_VoxelVolume                                0.42906999
## wavelet.HHL_glcm_ClusterProminence                        0.12909373
## log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis   0.07921283
## log.sigma.2.0.mm.3D_glcm_Autocorrelation                  0.15748087
## log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis   0.05501857
## wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis          0.39079105
## wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis     0.05352157
## wavelet.HHH_glszm_GrayLevelNonUniformity                  0.01190964
## wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis            0.24283942
## wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.07488481
## wavelet.HHH_glcm_ClusterProminence                        0.07178830
## wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis            0.16329126
## wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis          0.47577911
## wavelet.LLL_glcm_ClusterProminence                        0.61954242
## wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis           0.08348892
## wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.18050407
## wavelet.HHH_glrlm_GrayLevelVariance                       0.06410141
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 0.43709911
## wavelet.HHH_glcm_Imc1                                     0.72841699
## original_glcm_Imc1                                        0.60188137
## log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis    0.16515767
## wavelet.LHH_glszm_GrayLevelNonUniformity                  0.10764662
## wavelet.LHH_firstorder_Skewness                           0.45610298
## wavelet.HHH_glszm_GrayLevelNonUniformityNormalized        0.28166543
## wavelet.LHH_glcm_Imc1                                     0.65783084
## log.sigma.5.0.mm.3D_firstorder_Kurtosis                   0.04801346
## log.sigma.5.0.mm.3D_firstorder_90Percentile               0.83168076
## wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis           0.21957961
## wavelet.HLH_glcm_DifferenceAverage                        0.28216919
## wavelet.HHH_firstorder_RootMeanSquared                    0.77821698
## wavelet.LHL_gldm_DependenceVariance                       0.26371936
##                                                               class-5
## age                                                       0.592947330
## original_shape_VoxelVolume                                0.768754847
## wavelet.HHL_glcm_ClusterProminence                        0.278383328
## log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis   0.336038776
## log.sigma.2.0.mm.3D_glcm_Autocorrelation                  0.620496352
## log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis   0.030124733
## wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis          0.812454469
## wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis     0.172133011
## wavelet.HHH_glszm_GrayLevelNonUniformity                  0.194456109
## wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis            0.758225808
## wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.003391303
## wavelet.HHH_glcm_ClusterProminence                        0.155803488
## wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis            0.757026242
## wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis          0.725037123
## wavelet.LLL_glcm_ClusterProminence                        0.647329690
## wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis           0.015361329
## wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.021664537
## wavelet.HHH_glrlm_GrayLevelVariance                       0.215598207
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 0.437099112
## wavelet.HHH_glcm_Imc1                                     0.728416992
## original_glcm_Imc1                                        0.601881367
## log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis    0.795688381
## wavelet.LHH_glszm_GrayLevelNonUniformity                  0.264553884
## wavelet.LHH_firstorder_Skewness                           0.590363795
## wavelet.HHH_glszm_GrayLevelNonUniformityNormalized        0.204551227
## wavelet.LHH_glcm_Imc1                                     0.656980709
## log.sigma.5.0.mm.3D_firstorder_Kurtosis                   0.184367384
## log.sigma.5.0.mm.3D_firstorder_90Percentile               0.870846945
## wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis           0.030021356
## wavelet.HLH_glcm_DifferenceAverage                        0.296925173
## wavelet.HHH_firstorder_RootMeanSquared                    0.803744679
## wavelet.LHL_gldm_DependenceVariance                       0.381005891
##                                                              class-6    class-7
## age                                                       0.59294733 0.59294733
## original_shape_VoxelVolume                                0.48394008 0.26369750
## wavelet.HHL_glcm_ClusterProminence                        0.02738435 0.34929334
## log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis   0.12262099 0.02994923
## log.sigma.2.0.mm.3D_glcm_Autocorrelation                  0.15276634 0.22342747
## log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis   0.03131222 0.05211724
## wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis          0.47605673 0.23035946
## wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis     0.01100378 0.11137200
## wavelet.HHH_glszm_GrayLevelNonUniformity                  0.01907421 0.03429935
## wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis            0.24190950 0.27324584
## wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.07170625 0.12085868
## wavelet.HHH_glcm_ClusterProminence                        0.09698784 0.14548721
## wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis            0.20324685 0.15268300
## wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis          0.50443790 0.28248693
## wavelet.LLL_glcm_ClusterProminence                        0.57459928 0.70506151
## wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis           0.15572060 0.09694203
## wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.18370202 0.32145924
## wavelet.HHH_glrlm_GrayLevelVariance                       0.02449128 0.28215316
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 0.43709911 0.43709911
## wavelet.HHH_glcm_Imc1                                     0.72841699 0.72841699
## original_glcm_Imc1                                        0.60188137 0.60188137
## log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis    0.21063055 0.17138698
## wavelet.LHH_glszm_GrayLevelNonUniformity                  0.08395623 0.05946962
## wavelet.LHH_firstorder_Skewness                           0.48129001 0.48277410
## wavelet.HHH_glszm_GrayLevelNonUniformityNormalized        0.61870779 0.30870918
## wavelet.LHH_glcm_Imc1                                     0.63531875 0.50303798
## log.sigma.5.0.mm.3D_firstorder_Kurtosis                   0.06177479 0.04447679
## log.sigma.5.0.mm.3D_firstorder_90Percentile               0.82256970 0.80476812
## wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis           0.28687876 0.22083911
## wavelet.HLH_glcm_DifferenceAverage                        0.13828297 0.51168456
## wavelet.HHH_firstorder_RootMeanSquared                    0.77594061 0.73664121
## wavelet.LHL_gldm_DependenceVariance                       0.44164400 0.15207259
##                                                              class-8    class-9
## age                                                       0.59294733 0.59294733
## original_shape_VoxelVolume                                0.62990992 0.82977756
## wavelet.HHL_glcm_ClusterProminence                        0.02962798 0.09585072
## log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis   0.40042816 0.40643136
## log.sigma.2.0.mm.3D_glcm_Autocorrelation                  0.10760547 0.29103737
## log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis   0.10789365 0.03023413
## wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis          0.59307348 0.78018694
## wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis     0.01845431 0.06033631
## wavelet.HHH_glszm_GrayLevelNonUniformity                  0.01691500 0.08987769
## wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis            0.22715819 0.46861938
## wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.04385011 0.01008903
## wavelet.HHH_glcm_ClusterProminence                        0.04327149 0.03972138
## wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis            0.23526681 0.40450751
## wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis          0.65691038 0.79666572
## wavelet.LLL_glcm_ClusterProminence                        0.39876760 0.65170533
## wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis           0.11691107 0.02980561
## wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.15489808 0.04342778
## wavelet.HHH_glrlm_GrayLevelVariance                       0.02463421 0.05480131
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 0.43709911 0.43709911
## wavelet.HHH_glcm_Imc1                                     0.72841699 0.72841699
## original_glcm_Imc1                                        0.60188137 0.60188137
## log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis    0.31453414 0.54211027
## wavelet.LHH_glszm_GrayLevelNonUniformity                  0.11022493 0.38076617
## wavelet.LHH_firstorder_Skewness                           0.43614026 0.46475167
## wavelet.HHH_glszm_GrayLevelNonUniformityNormalized        0.60359674 0.22377302
## wavelet.LHH_glcm_Imc1                                     0.78125526 0.72560583
## log.sigma.5.0.mm.3D_firstorder_Kurtosis                   0.13124329 0.16837994
## log.sigma.5.0.mm.3D_firstorder_90Percentile               0.85969238 0.87868358
## wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis           0.34605208 0.09443876
## wavelet.HLH_glcm_DifferenceAverage                        0.21120356 0.28252443
## wavelet.HHH_firstorder_RootMeanSquared                    0.80470139 0.81929209
## wavelet.LHL_gldm_DependenceVariance                       0.29594720 0.42080910
##                                                             class-10
## age                                                       0.59294733
## original_shape_VoxelVolume                                0.70643519
## wavelet.HHL_glcm_ClusterProminence                        0.21013181
## log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis   0.25734172
## log.sigma.2.0.mm.3D_glcm_Autocorrelation                  0.26854376
## log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis   0.02595008
## wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis          0.61142050
## wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis     0.10645864
## wavelet.HHH_glszm_GrayLevelNonUniformity                  0.22198647
## wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis            0.38998134
## wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.02379659
## wavelet.HHH_glcm_ClusterProminence                        0.06682110
## wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis            0.31956806
## wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis          0.63432021
## wavelet.LLL_glcm_ClusterProminence                        0.71292840
## wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis           0.03310723
## wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.07815821
## wavelet.HHH_glrlm_GrayLevelVariance                       0.15571656
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 0.43709911
## wavelet.HHH_glcm_Imc1                                     0.72841699
## original_glcm_Imc1                                        0.60188137
## log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis    0.38181431
## wavelet.LHH_glszm_GrayLevelNonUniformity                  0.41689074
## wavelet.LHH_firstorder_Skewness                           0.45299001
## wavelet.HHH_glszm_GrayLevelNonUniformityNormalized        0.33528993
## wavelet.LHH_glcm_Imc1                                     0.70780020
## log.sigma.5.0.mm.3D_firstorder_Kurtosis                   0.16039029
## log.sigma.5.0.mm.3D_firstorder_90Percentile               0.88183012
## wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis           0.09669403
## wavelet.HLH_glcm_DifferenceAverage                        0.38491410
## wavelet.HHH_firstorder_RootMeanSquared                    0.83525344
## wavelet.LHL_gldm_DependenceVariance                       0.29462514
## 
## Slot "sd":
##                                                               class-1
## age                                                       0.172062923
## original_shape_VoxelVolume                                0.087668545
## wavelet.HHL_glcm_ClusterProminence                        0.041846299
## log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis   0.017845836
## log.sigma.2.0.mm.3D_glcm_Autocorrelation                  0.072098929
## log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis   0.207970485
## wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis          0.101456140
## wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis     0.012956788
## wavelet.HHH_glszm_GrayLevelNonUniformity                  0.007488875
## wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis            0.051721046
## wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.189919906
## wavelet.HHH_glcm_ClusterProminence                        0.033719395
## wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis            0.040927882
## wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis          0.096417875
## wavelet.LLL_glcm_ClusterProminence                        0.111568014
## wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis           0.164450559
## wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.205749328
## wavelet.HHH_glrlm_GrayLevelVariance                       0.004298556
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 0.154347485
## wavelet.HHH_glcm_Imc1                                     0.174759549
## original_glcm_Imc1                                        0.120260178
## log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis    0.055778544
## wavelet.LHH_glszm_GrayLevelNonUniformity                  0.017151639
## wavelet.LHH_firstorder_Skewness                           0.079498039
## wavelet.HHH_glszm_GrayLevelNonUniformityNormalized        0.079650559
## wavelet.LHH_glcm_Imc1                                     0.184566389
## log.sigma.5.0.mm.3D_firstorder_Kurtosis                   0.013334064
## log.sigma.5.0.mm.3D_firstorder_90Percentile               0.104660169
## wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis           0.255722813
## wavelet.HLH_glcm_DifferenceAverage                        0.165072213
## wavelet.HHH_firstorder_RootMeanSquared                    0.229052987
## wavelet.LHL_gldm_DependenceVariance                       0.135054827
##                                                               class-2
## age                                                       0.172062923
## original_shape_VoxelVolume                                0.097419651
## wavelet.HHL_glcm_ClusterProminence                        0.012147985
## log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis   0.206874791
## log.sigma.2.0.mm.3D_glcm_Autocorrelation                  0.058563546
## log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis   0.018012107
## wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis          0.083053815
## wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis     0.006195976
## wavelet.HHH_glszm_GrayLevelNonUniformity                  0.025898716
## wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis            0.097060434
## wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.010675993
## wavelet.HHH_glcm_ClusterProminence                        0.026482478
## wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis            0.092974020
## wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis          0.082442324
## wavelet.LLL_glcm_ClusterProminence                        0.150859294
## wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis           0.035664222
## wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.024791153
## wavelet.HHH_glrlm_GrayLevelVariance                       0.000387613
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 0.154347485
## wavelet.HHH_glcm_Imc1                                     0.174759549
## original_glcm_Imc1                                        0.120260178
## log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis    0.090675128
## wavelet.LHH_glszm_GrayLevelNonUniformity                  0.091837303
## wavelet.LHH_firstorder_Skewness                           0.088138493
## wavelet.HHH_glszm_GrayLevelNonUniformityNormalized        0.140203154
## wavelet.LHH_glcm_Imc1                                     0.086461391
## log.sigma.5.0.mm.3D_firstorder_Kurtosis                   0.146402226
## log.sigma.5.0.mm.3D_firstorder_90Percentile               0.013411301
## wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis           0.055881150
## wavelet.HLH_glcm_DifferenceAverage                        0.035345903
## wavelet.HHH_firstorder_RootMeanSquared                    0.021639839
## wavelet.LHL_gldm_DependenceVariance                       0.187271107
##                                                              class-3    class-4
## age                                                       0.17206292 0.17206292
## original_shape_VoxelVolume                                0.08706836 0.08144505
## wavelet.HHL_glcm_ClusterProminence                        0.04504945 0.07276689
## log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis   0.13313139 0.08253297
## log.sigma.2.0.mm.3D_glcm_Autocorrelation                  0.07499478 0.06605953
## log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis   0.02258875 0.09466626
## wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis          0.06091455 0.09863477
## wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis     0.02390365 0.02791937
## wavelet.HHH_glszm_GrayLevelNonUniformity                  0.01912562 0.01296977
## wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis            0.10468808 0.07407924
## wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.01231444 0.04096670
## wavelet.HHH_glcm_ClusterProminence                        0.02269006 0.03102674
## wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis            0.07931136 0.06241333
## wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis          0.07821007 0.09681111
## wavelet.LLL_glcm_ClusterProminence                        0.12235836 0.09254162
## wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis           0.01997631 0.03171961
## wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.03719342 0.06707354
## wavelet.HHH_glrlm_GrayLevelVariance                       0.01470931 0.04917207
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 0.15434749 0.15434749
## wavelet.HHH_glcm_Imc1                                     0.17475955 0.17475955
## original_glcm_Imc1                                        0.12026018 0.12026018
## log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis    0.09686305 0.05713154
## wavelet.LHH_glszm_GrayLevelNonUniformity                  0.12128520 0.04930763
## wavelet.LHH_firstorder_Skewness                           0.06158355 0.06158615
## wavelet.HHH_glszm_GrayLevelNonUniformityNormalized        0.17789692 0.20930050
## wavelet.LHH_glcm_Imc1                                     0.08502883 0.11889117
## log.sigma.5.0.mm.3D_firstorder_Kurtosis                   0.07142922 0.02523829
## log.sigma.5.0.mm.3D_firstorder_90Percentile               0.02532476 0.05306318
## wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis           0.06961034 0.15426006
## wavelet.HLH_glcm_DifferenceAverage                        0.04470681 0.08600772
## wavelet.HHH_firstorder_RootMeanSquared                    0.03212384 0.08085622
## wavelet.LHL_gldm_DependenceVariance                       0.16438097 0.17206579
##                                                               class-5
## age                                                       0.172062923
## original_shape_VoxelVolume                                0.093330474
## wavelet.HHL_glcm_ClusterProminence                        0.246374643
## log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis   0.158996943
## log.sigma.2.0.mm.3D_glcm_Autocorrelation                  0.188066041
## log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis   0.018855211
## wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis          0.072482528
## wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis     0.245498774
## wavelet.HHH_glszm_GrayLevelNonUniformity                  0.159412796
## wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis            0.120442129
## wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.002731993
## wavelet.HHH_glcm_ClusterProminence                        0.249441386
## wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis            0.148436638
## wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis          0.070285526
## wavelet.LLL_glcm_ClusterProminence                        0.143812978
## wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis           0.011417910
## wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.017122798
## wavelet.HHH_glrlm_GrayLevelVariance                       0.205093797
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 0.154347485
## wavelet.HHH_glcm_Imc1                                     0.174759549
## original_glcm_Imc1                                        0.120260178
## log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis    0.109376689
## wavelet.LHH_glszm_GrayLevelNonUniformity                  0.147934456
## wavelet.LHH_firstorder_Skewness                           0.136967364
## wavelet.HHH_glszm_GrayLevelNonUniformityNormalized        0.135550912
## wavelet.LHH_glcm_Imc1                                     0.099448018
## log.sigma.5.0.mm.3D_firstorder_Kurtosis                   0.105161114
## log.sigma.5.0.mm.3D_firstorder_90Percentile               0.016003194
## wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis           0.017069514
## wavelet.HLH_glcm_DifferenceAverage                        0.068462683
## wavelet.HHH_firstorder_RootMeanSquared                    0.032357371
## wavelet.LHL_gldm_DependenceVariance                       0.190136836
##                                                                class-6
## age                                                       0.1720629233
## original_shape_VoxelVolume                                0.1026363936
## wavelet.HHL_glcm_ClusterProminence                        0.0166793443
## log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis   0.0913240321
## log.sigma.2.0.mm.3D_glcm_Autocorrelation                  0.0635352698
## log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis   0.0185121589
## wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis          0.0973989715
## wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis     0.0056840723
## wavelet.HHH_glszm_GrayLevelNonUniformity                  0.0138844496
## wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis            0.0889376032
## wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.0414680844
## wavelet.HHH_glcm_ClusterProminence                        0.0286321744
## wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis            0.0800728239
## wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis          0.0875243555
## wavelet.LLL_glcm_ClusterProminence                        0.1236917912
## wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis           0.0670042078
## wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.0996980723
## wavelet.HHH_glrlm_GrayLevelVariance                       0.0001483826
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 0.1543474853
## wavelet.HHH_glcm_Imc1                                     0.1747595493
## original_glcm_Imc1                                        0.1202601782
## log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis    0.0875757294
## wavelet.LHH_glszm_GrayLevelNonUniformity                  0.0557150896
## wavelet.LHH_firstorder_Skewness                           0.0648487551
## wavelet.HHH_glszm_GrayLevelNonUniformityNormalized        0.1115339232
## wavelet.LHH_glcm_Imc1                                     0.1193230941
## log.sigma.5.0.mm.3D_firstorder_Kurtosis                   0.0430996336
## log.sigma.5.0.mm.3D_firstorder_90Percentile               0.0559245698
## wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis           0.2062236112
## wavelet.HLH_glcm_DifferenceAverage                        0.0425902952
## wavelet.HHH_firstorder_RootMeanSquared                    0.0486900068
## wavelet.LHL_gldm_DependenceVariance                       0.2082893550
##                                                              class-7
## age                                                       0.17206292
## original_shape_VoxelVolume                                0.10646075
## wavelet.HHL_glcm_ClusterProminence                        0.15598487
## log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis   0.05933084
## log.sigma.2.0.mm.3D_glcm_Autocorrelation                  0.11695960
## log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis   0.02721794
## wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis          0.14725412
## wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis     0.05132051
## wavelet.HHH_glszm_GrayLevelNonUniformity                  0.04319721
## wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis            0.12890924
## wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.07472393
## wavelet.HHH_glcm_ClusterProminence                        0.08282039
## wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis            0.07403798
## wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis          0.09965683
## wavelet.LLL_glcm_ClusterProminence                        0.15699104
## wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis           0.05608713
## wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.20344098
## wavelet.HHH_glrlm_GrayLevelVariance                       0.25848226
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 0.15434749
## wavelet.HHH_glcm_Imc1                                     0.17475955
## original_glcm_Imc1                                        0.12026018
## log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis    0.09830210
## wavelet.LHH_glszm_GrayLevelNonUniformity                  0.03993056
## wavelet.LHH_firstorder_Skewness                           0.16974296
## wavelet.HHH_glszm_GrayLevelNonUniformityNormalized        0.16719436
## wavelet.LHH_glcm_Imc1                                     0.19857503
## log.sigma.5.0.mm.3D_firstorder_Kurtosis                   0.03846053
## log.sigma.5.0.mm.3D_firstorder_90Percentile               0.20568195
## wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis           0.11369051
## wavelet.HLH_glcm_DifferenceAverage                        0.21439511
## wavelet.HHH_firstorder_RootMeanSquared                    0.18199168
## wavelet.LHL_gldm_DependenceVariance                       0.15438412
##                                                                class-8
## age                                                       0.1720629233
## original_shape_VoxelVolume                                0.1464280626
## wavelet.HHL_glcm_ClusterProminence                        0.0298631737
## log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis   0.2200425307
## log.sigma.2.0.mm.3D_glcm_Autocorrelation                  0.0508936556
## log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis   0.1202159982
## wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis          0.1158499466
## wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis     0.0146432651
## wavelet.HHH_glszm_GrayLevelNonUniformity                  0.0144763405
## wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis            0.1033219309
## wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.0284360240
## wavelet.HHH_glcm_ClusterProminence                        0.0245804925
## wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis            0.0608849413
## wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis          0.1290545508
## wavelet.LLL_glcm_ClusterProminence                        0.1641064498
## wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis           0.0614727058
## wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.0743965880
## wavelet.HHH_glrlm_GrayLevelVariance                       0.0001226549
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 0.1543474853
## wavelet.HHH_glcm_Imc1                                     0.1747595493
## original_glcm_Imc1                                        0.1202601782
## log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis    0.1145259728
## wavelet.LHH_glszm_GrayLevelNonUniformity                  0.0906209109
## wavelet.LHH_firstorder_Skewness                           0.0736772554
## wavelet.HHH_glszm_GrayLevelNonUniformityNormalized        0.0879280964
## wavelet.LHH_glcm_Imc1                                     0.1114175808
## log.sigma.5.0.mm.3D_firstorder_Kurtosis                   0.0958984323
## log.sigma.5.0.mm.3D_firstorder_90Percentile               0.0214334268
## wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis           0.2302072836
## wavelet.HLH_glcm_DifferenceAverage                        0.0470797997
## wavelet.HHH_firstorder_RootMeanSquared                    0.0205277960
## wavelet.LHL_gldm_DependenceVariance                       0.1483001944
##                                                               class-9
## age                                                       0.172062923
## original_shape_VoxelVolume                                0.066247516
## wavelet.HHL_glcm_ClusterProminence                        0.043488992
## log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis   0.147335985
## log.sigma.2.0.mm.3D_glcm_Autocorrelation                  0.115463216
## log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis   0.027149862
## wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis          0.062765968
## wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis     0.030729873
## wavelet.HHH_glszm_GrayLevelNonUniformity                  0.054040204
## wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis            0.101083893
## wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.005501061
## wavelet.HHH_glcm_ClusterProminence                        0.028410596
## wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis            0.068156824
## wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis          0.059384313
## wavelet.LLL_glcm_ClusterProminence                        0.130663454
## wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis           0.014991562
## wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.018206339
## wavelet.HHH_glrlm_GrayLevelVariance                       0.020492498
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 0.154347485
## wavelet.HHH_glcm_Imc1                                     0.174759549
## original_glcm_Imc1                                        0.120260178
## log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis    0.097540713
## wavelet.LHH_glszm_GrayLevelNonUniformity                  0.129393316
## wavelet.LHH_firstorder_Skewness                           0.048692482
## wavelet.HHH_glszm_GrayLevelNonUniformityNormalized        0.131376939
## wavelet.LHH_glcm_Imc1                                     0.095233997
## log.sigma.5.0.mm.3D_firstorder_Kurtosis                   0.118916877
## log.sigma.5.0.mm.3D_firstorder_90Percentile               0.026860348
## wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis           0.018356695
## wavelet.HLH_glcm_DifferenceAverage                        0.040039667
## wavelet.HHH_firstorder_RootMeanSquared                    0.026725894
## wavelet.LHL_gldm_DependenceVariance                       0.162380302
##                                                             class-10
## age                                                       0.17206292
## original_shape_VoxelVolume                                0.10537904
## wavelet.HHL_glcm_ClusterProminence                        0.07956308
## log.sigma.5.0.mm.3D_glszm_LargeAreaLowGrayLevelEmphasis   0.17065986
## log.sigma.2.0.mm.3D_glcm_Autocorrelation                  0.07942438
## log.sigma.5.0.mm.3D_glszm_SmallAreaLowGrayLevelEmphasis   0.01880629
## wavelet.LHL_glszm_LargeAreaHighGrayLevelEmphasis          0.07451149
## wavelet.HHL_gldm_SmallDependenceHighGrayLevelEmphasis     0.03600364
## wavelet.HHH_glszm_GrayLevelNonUniformity                  0.21802687
## wavelet.HLL_glrlm_LongRunHighGrayLevelEmphasis            0.09007467
## wavelet.LHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.01099469
## wavelet.HHH_glcm_ClusterProminence                        0.04090347
## wavelet.LLH_glrlm_LongRunHighGrayLevelEmphasis            0.07497035
## wavelet.HHH_glszm_LargeAreaHighGrayLevelEmphasis          0.08118004
## wavelet.LLL_glcm_ClusterProminence                        0.12415037
## wavelet.HHL_glszm_SmallAreaLowGrayLevelEmphasis           0.01260770
## wavelet.HHL_gldm_SmallDependenceLowGrayLevelEmphasis      0.02985670
## wavelet.HHH_glrlm_GrayLevelVariance                       0.09868326
## log.sigma.5.0.mm.3D_glszm_SizeZoneNonUniformityNormalized 0.15434749
## wavelet.HHH_glcm_Imc1                                     0.17475955
## original_glcm_Imc1                                        0.12026018
## log.sigma.2.0.mm.3D_glrlm_LongRunHighGrayLevelEmphasis    0.09282427
## wavelet.LHH_glszm_GrayLevelNonUniformity                  0.21790669
## wavelet.LHH_firstorder_Skewness                           0.04491834
## wavelet.HHH_glszm_GrayLevelNonUniformityNormalized        0.08701525
## wavelet.LHH_glcm_Imc1                                     0.11982805
## log.sigma.5.0.mm.3D_firstorder_Kurtosis                   0.13248173
## log.sigma.5.0.mm.3D_firstorder_90Percentile               0.03111954
## wavelet.HLH_glszm_SmallAreaLowGrayLevelEmphasis           0.06193935
## wavelet.HLH_glcm_DifferenceAverage                        0.09322424
## wavelet.HHH_firstorder_RootMeanSquared                    0.03465005
## wavelet.LHL_gldm_DependenceVariance                       0.17939141
## 
## 
## Slot "paramInteger":
## An object of class "VSLCMparamInteger"
## Slot "pi":
## numeric(0)
## 
## Slot "lambda":
##      [,1]
## [1,]   NA
## 
## 
## Slot "paramCategorical":
## An object of class "VSLCMparamCategorical"
## Slot "pi":
## numeric(0)
## 
## Slot "alpha":
## $gender
##             female      male
## class-1  0.3129973 0.6870027
## class-2  0.3129973 0.6870027
## class-3  0.3129973 0.6870027
## class-4  0.3129973 0.6870027
## class-5  0.3129973 0.6870027
## class-6  0.3129973 0.6870027
## class-7  0.3129973 0.6870027
## class-8  0.3129973 0.6870027
## class-9  0.3129973 0.6870027
## class-10 0.3129973 0.6870027

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